Face Generation¶
In this project, you'll use generative adversarial networks to generate new images of faces.
Get the Data¶
You'll be using two datasets in this project:
- MNIST
- CelebA
Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.
If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".
In [7]:
data_dir = './data'
# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper
helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Found mnist Data Found celeba Data
In [8]:
show_n_images = 25
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
Out[8]:
<matplotlib.image.AxesImage at 0x18b63c50>
CelebA¶
The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.
In [9]:
show_n_images = 25
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
Out[9]:
<matplotlib.image.AxesImage at 0x1ba42588>
Preprocess the Data¶
Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.
The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).
Build the Neural Network¶
You'll build the components necessary to build a GANs by implementing the following functions below:
model_inputsdiscriminatorgeneratormodel_lossmodel_opttrain
Check the Version of TensorFlow and Access to GPU¶
This will check to make sure you have the correct version of TensorFlow and access to a GPU
In [10]:
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf
# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer. You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))
# Check for a GPU
if not tf.test.gpu_device_name():
warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.4.0 Default GPU Device: /device:GPU:0
Input¶
Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:
- Real input images placeholder with rank 4 using
image_width,image_height, andimage_channels. - Z input placeholder with rank 2 using
z_dim. - Learning rate placeholder with rank 0.
Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)
In [11]:
import problem_unittests as tests
tf.reset_default_graph()
def model_inputs(image_width, image_height, image_channels, z_dim):
"""
Create the model inputs
:param image_width: The input image width
:param image_height: The input image height
:param image_channels: The number of image channels
:param z_dim: The dimension of Z
:return: Tuple of (tensor of real input images, tensor of z data, learning rate)
"""
# TODO: Implement Function
input_real = tf.placeholder(dtype=tf.float32,shape=(None,image_width,image_height,image_channels),name='input_real')
input_z = tf.placeholder(dtype=tf.float32,shape=(None,z_dim),name='input_z')
learning_rate = tf.placeholder(dtype=tf.float32,shape=None,name='learning_rate')
return (input_real,input_z,learning_rate)
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_inputs(model_inputs)
Tests Passed
Discriminator¶
Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the discriminator, tensor logits of the discriminator).
In [46]:
def discriminator(images, reuse=False):
"""
Create the discriminator network
:param images: Tensor of input image(s)
:param reuse: Boolean if the weights should be reused
:return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
"""
# TODO: Implement Function
with tf.variable_scope('discriminator',reuse=reuse):
alpha = 0.2
#28x28x3
x1 = tf.layers.conv2d(images,64,5,strides=2,padding='same')
x1 = tf.nn.relu(x1)
#x1 = tf.maximum(x1*alpha,x1)
#x1 = tf.sigmoid(x1)*x1
#print(x1.get_shape())
#14x14x64
x2 = tf.layers.conv2d(x1,128,5,strides=2,padding='same')
x2 = tf.layers.batch_normalization(x2,training=True)
x2 = tf.nn.relu(x2)
#x2 = tf.maximum(x2*alpha,x2)
#x2 = tf.sigmoid(x2)*x2
#print(x2.get_shape())
#7x7x128
x3 = tf.layers.conv2d(x2,256,5,strides=2,padding='same')
x3 = tf.layers.batch_normalization(x3,training=True)
x3 = tf.nn.relu(x3)
#x3 = tf.maximum(x3*alpha,x3)
#x3 = tf.sigmoid(x3)*x3
#print(x3.get_shape())
#4x4x256
flat = tf.reshape(x3,(-1,4*4*256))
logits = tf.layers.dense(flat,1)
#logits = tf.layers.dropout(logits,0.5,True)
output = tf.sigmoid(logits)
#print(flat.get_shape())
return (output,logits)
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(discriminator, tf)
Tests Passed
Generator¶
Implement generator to generate an image using z. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.
In [47]:
def generator(z, out_channel_dim, is_train=True):
"""
Create the generator network
:param z: Input z
:param out_channel_dim: The number of channels in the output image
:param is_train: Boolean if generator is being used for training
:return: The tensor output of the generator
"""
with tf.variable_scope('generator',reuse=not is_train):
# TODO: Implement Function
alpha = 0.2
x1 = tf.layers.dense(z,4*4*512)
#x1 = tf.layers.dropout(x1,0.6,training=is_train)
x1 = tf.reshape(x1,(-1,4,4,512))
x1 = tf.layers.batch_normalization(x1,training=is_train)
x1 = tf.maximum(x1*alpha,x1)
#x1 = tf.sigmoid(x1)*x1
#print(x1.get_shape())
#4x4X512
x2 = tf.layers.conv2d_transpose(x1,256,4,strides=1,padding='valid')
x2 = tf.layers.batch_normalization(x2,training=is_train)
x2 = tf.maximum(x2*alpha,x2)
#x2 = tf.sigmoid(x2)*x2
#print(x2.get_shape())
#7x7x256
x3 = tf.layers.conv2d_transpose(x2,128,5,strides=2,padding='same')
x3 = tf.layers.batch_normalization(x3,training=is_train)
x3 = tf.maximum(x3*alpha,x3)
#x3 = tf.sigmoid(x3)*x3
#print(x3.get_shape())
#14x14x128
logits = tf.layers.conv2d_transpose(x3,filters=out_channel_dim,kernel_size=5,strides=2,padding='same')
out = tf.tanh(logits)
#print(out.get_shape())
#28x28x3
return out
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(generator, tf)
Tests Passed
Loss¶
Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:
discriminator(images, reuse=False)generator(z, out_channel_dim, is_train=True)
In [41]:
def model_loss(input_real, input_z, out_channel_dim):
"""
Get the loss for the discriminator and generator
:param input_real: Images from the real dataset
:param input_z: Z input
:param out_channel_dim: The number of channels in the output image
:return: A tuple of (discriminator loss, generator loss)
"""
# TODO: Implement Function
smooth = 0.1
g_model = generator(input_z,out_channel_dim)
d_model_real, d_logit_real = discriminator(input_real)
d_model_fake, d_logit_fake = discriminator(g_model,reuse=True)
d_loss_real = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logit_real,\
labels=tf.ones_like(d_model_real)*(1-smooth)))
d_loss_fake = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logit_fake,\
labels=tf.zeros_like(d_model_fake)))
g_loss = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logit_fake,\
labels=tf.ones_like(d_model_fake)))
d_loss = d_loss_real+d_loss_fake
return (d_loss,g_loss)
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)
Tests Passed
Optimization¶
Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).
In [42]:
def model_opt(d_loss, g_loss, learning_rate, beta1):
"""
Get optimization operations
:param d_loss: Discriminator loss Tensor
:param g_loss: Generator loss Tensor
:param learning_rate: Learning Rate Placeholder
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:return: A tuple of (discriminator training operation, generator training operation)
"""
# TODO: Implement Function
t_var = tf.trainable_variables()
g_var = [var for var in t_var if var.name.startswith('generator')]
d_var = [var for var in t_var if var.name.startswith('discriminator')]
d_train_opt = tf.train.AdamOptimizer(learning_rate,beta1=beta1).minimize(d_loss,var_list=d_var)
g_train_opt = tf.train.AdamOptimizer(learning_rate,beta1=beta1).minimize(g_loss,var_list=g_var)
return (d_train_opt,g_train_opt)
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_opt(model_opt, tf)
Tests Passed
In [43]:
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np
def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
"""
Show example output for the generator
:param sess: TensorFlow session
:param n_images: Number of Images to display
:param input_z: Input Z Tensor
:param out_channel_dim: The number of channels in the output image
:param image_mode: The mode to use for images ("RGB" or "L")
"""
cmap = None if image_mode == 'RGB' else 'gray'
z_dim = input_z.get_shape().as_list()[-1]
example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])
samples = sess.run(
generator(input_z, out_channel_dim, False),
feed_dict={input_z: example_z})
images_grid = helper.images_square_grid(samples, image_mode)
pyplot.imshow(images_grid, cmap=cmap)
pyplot.show()
Train¶
Implement train to build and train the GANs. Use the following functions you implemented:
model_inputs(image_width, image_height, image_channels, z_dim)model_loss(input_real, input_z, out_channel_dim)model_opt(d_loss, g_loss, learning_rate, beta1)
Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.
In [44]:
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
"""
Train the GAN
:param epoch_count: Number of epochs
:param batch_size: Batch Size
:param z_dim: Z dimension
:param learning_rate: Learning Rate
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:param get_batches: Function to get batches
:param data_shape: Shape of the data
:param data_image_mode: The image mode to use for images ("RGB" or "L")
"""
# TODO: Build Model
import numpy as np
input_real,input_z,learning_rate_ = model_inputs(data_shape[1],data_shape[2],data_shape[3],z_dim)
d_loss, g_loss = model_loss(input_real,input_z,data_shape[3])
#print(data_shape[3])
d_opt, g_opt = model_opt(d_loss,g_loss,learning_rate_,beta1)
saver = tf.train.Saver()
sample,losses = [],[]
steps = 0
with tf.Session() as sess:
sess.run(tf.global_variables_initializer())
for epoch_i in range(epoch_count):
for batch_images in get_batches(batch_size):
# TODO: Train Model
steps += 1
batch_images = batch_images*2
batch_z = np.random.uniform(-1,1,size=[batch_size,z_dim])
_ = sess.run(d_opt,feed_dict={input_real:batch_images,input_z:batch_z,learning_rate_:learning_rate})
_ = sess.run(g_opt,feed_dict={input_z:batch_z,input_real:batch_images,learning_rate_:learning_rate})
if steps % 10 == 0:
train_loss_d = d_loss.eval({input_z:batch_z,input_real:batch_images})
train_loss_g = g_loss.eval({input_z:batch_z})
print("Epoch {}/{}...".format(epoch_i+1,epoch_count),
"Step {}".format(steps),
"Discriminator Loss: {:.4f}...".format(train_loss_d),
"Generator Loss: {:.4f}".format(train_loss_g))
# Save losses to view after training
losses.append((train_loss_d, train_loss_g))
if steps % 100 == 0:
show_generator_output(sess=sess,n_images=25,input_z=input_z,out_channel_dim=data_shape[3],image_mode=data_image_mode)
saver.save(sess, './checkpoints/generator.ckpt')
MNIST¶
Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.
In [24]:
batch_size = 32
z_dim = 50
learning_rate = 0.002
beta1 = 0.3
tf.reset_default_graph()
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2
mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
mnist_dataset.shape, mnist_dataset.image_mode)
Epoch 1/2... Step 10 Discriminator Loss: 1.0248... Generator Loss: 1.3316 Epoch 1/2... Step 20 Discriminator Loss: 0.6519... Generator Loss: 5.2033 Epoch 1/2... Step 30 Discriminator Loss: 0.6035... Generator Loss: 11.3079 Epoch 1/2... Step 40 Discriminator Loss: 0.4363... Generator Loss: 4.7861 Epoch 1/2... Step 50 Discriminator Loss: 0.4893... Generator Loss: 2.3846 Epoch 1/2... Step 60 Discriminator Loss: 0.4833... Generator Loss: 2.9803 Epoch 1/2... Step 70 Discriminator Loss: 0.9251... Generator Loss: 1.5962 Epoch 1/2... Step 80 Discriminator Loss: 0.5153... Generator Loss: 3.3257 Epoch 1/2... Step 90 Discriminator Loss: 0.6924... Generator Loss: 1.6656 Epoch 1/2... Step 100 Discriminator Loss: 0.5881... Generator Loss: 3.9309
Epoch 1/2... Step 110 Discriminator Loss: 5.3509... Generator Loss: 9.2218 Epoch 1/2... Step 120 Discriminator Loss: 1.2050... Generator Loss: 0.9987 Epoch 1/2... Step 130 Discriminator Loss: 1.0885... Generator Loss: 1.2748 Epoch 1/2... Step 140 Discriminator Loss: 1.1735... Generator Loss: 2.0781 Epoch 1/2... Step 150 Discriminator Loss: 1.8884... Generator Loss: 2.4368 Epoch 1/2... Step 160 Discriminator Loss: 1.5235... Generator Loss: 0.4961 Epoch 1/2... Step 170 Discriminator Loss: 2.3394... Generator Loss: 0.1818 Epoch 1/2... Step 180 Discriminator Loss: 1.2206... Generator Loss: 0.6713 Epoch 1/2... Step 190 Discriminator Loss: 0.9954... Generator Loss: 1.9979 Epoch 1/2... Step 200 Discriminator Loss: 1.2857... Generator Loss: 0.9377
Epoch 1/2... Step 210 Discriminator Loss: 1.1252... Generator Loss: 2.6354 Epoch 1/2... Step 220 Discriminator Loss: 0.7063... Generator Loss: 2.1247 Epoch 1/2... Step 230 Discriminator Loss: 0.8867... Generator Loss: 1.3447 Epoch 1/2... Step 240 Discriminator Loss: 1.1367... Generator Loss: 0.8469 Epoch 1/2... Step 250 Discriminator Loss: 1.0179... Generator Loss: 1.0271 Epoch 1/2... Step 260 Discriminator Loss: 1.9011... Generator Loss: 0.3284 Epoch 1/2... Step 270 Discriminator Loss: 0.8262... Generator Loss: 1.3363 Epoch 1/2... Step 280 Discriminator Loss: 1.4611... Generator Loss: 0.5484 Epoch 1/2... Step 290 Discriminator Loss: 1.1595... Generator Loss: 0.8659 Epoch 1/2... Step 300 Discriminator Loss: 1.0030... Generator Loss: 2.2642
Epoch 1/2... Step 310 Discriminator Loss: 0.6213... Generator Loss: 1.9115 Epoch 1/2... Step 320 Discriminator Loss: 2.8994... Generator Loss: 4.6037 Epoch 1/2... Step 330 Discriminator Loss: 1.0559... Generator Loss: 0.9654 Epoch 1/2... Step 340 Discriminator Loss: 1.5845... Generator Loss: 0.4639 Epoch 1/2... Step 350 Discriminator Loss: 1.4763... Generator Loss: 0.4812 Epoch 1/2... Step 360 Discriminator Loss: 1.2216... Generator Loss: 1.1068 Epoch 1/2... Step 370 Discriminator Loss: 1.1752... Generator Loss: 0.9102 Epoch 1/2... Step 380 Discriminator Loss: 1.0484... Generator Loss: 1.0389 Epoch 1/2... Step 390 Discriminator Loss: 2.1421... Generator Loss: 4.1042 Epoch 1/2... Step 400 Discriminator Loss: 1.2216... Generator Loss: 0.7780
Epoch 1/2... Step 410 Discriminator Loss: 1.2645... Generator Loss: 0.9970 Epoch 1/2... Step 420 Discriminator Loss: 0.7817... Generator Loss: 1.3827 Epoch 1/2... Step 430 Discriminator Loss: 0.8280... Generator Loss: 2.5067 Epoch 1/2... Step 440 Discriminator Loss: 1.1233... Generator Loss: 0.8360 Epoch 1/2... Step 450 Discriminator Loss: 1.0313... Generator Loss: 0.8793 Epoch 1/2... Step 460 Discriminator Loss: 1.4325... Generator Loss: 0.6000 Epoch 1/2... Step 470 Discriminator Loss: 1.4340... Generator Loss: 0.6306 Epoch 1/2... Step 480 Discriminator Loss: 1.0683... Generator Loss: 0.9621 Epoch 1/2... Step 490 Discriminator Loss: 1.1513... Generator Loss: 1.1276 Epoch 1/2... Step 500 Discriminator Loss: 1.5482... Generator Loss: 0.5518
Epoch 1/2... Step 510 Discriminator Loss: 0.9976... Generator Loss: 1.4860 Epoch 1/2... Step 520 Discriminator Loss: 0.9974... Generator Loss: 1.2303 Epoch 1/2... Step 530 Discriminator Loss: 1.1009... Generator Loss: 0.7807 Epoch 1/2... Step 540 Discriminator Loss: 1.1844... Generator Loss: 1.7051 Epoch 1/2... Step 550 Discriminator Loss: 1.1659... Generator Loss: 0.9468 Epoch 1/2... Step 560 Discriminator Loss: 1.2060... Generator Loss: 1.3511 Epoch 1/2... Step 570 Discriminator Loss: 1.1998... Generator Loss: 0.7965 Epoch 1/2... Step 580 Discriminator Loss: 1.2091... Generator Loss: 0.7391 Epoch 1/2... Step 590 Discriminator Loss: 1.0544... Generator Loss: 1.6399 Epoch 1/2... Step 600 Discriminator Loss: 0.9150... Generator Loss: 1.2708
Epoch 1/2... Step 610 Discriminator Loss: 1.5438... Generator Loss: 2.7130 Epoch 1/2... Step 620 Discriminator Loss: 1.2127... Generator Loss: 0.7232 Epoch 1/2... Step 630 Discriminator Loss: 1.2208... Generator Loss: 0.7476 Epoch 1/2... Step 640 Discriminator Loss: 1.0198... Generator Loss: 1.9968 Epoch 1/2... Step 650 Discriminator Loss: 1.3304... Generator Loss: 0.7077 Epoch 1/2... Step 660 Discriminator Loss: 1.0317... Generator Loss: 1.8336 Epoch 1/2... Step 670 Discriminator Loss: 1.8517... Generator Loss: 3.2970 Epoch 1/2... Step 680 Discriminator Loss: 0.9410... Generator Loss: 1.4195 Epoch 1/2... Step 690 Discriminator Loss: 1.0965... Generator Loss: 0.8736 Epoch 1/2... Step 700 Discriminator Loss: 1.0131... Generator Loss: 0.9436
Epoch 1/2... Step 710 Discriminator Loss: 1.2588... Generator Loss: 0.7952 Epoch 1/2... Step 720 Discriminator Loss: 1.1136... Generator Loss: 1.0134 Epoch 1/2... Step 730 Discriminator Loss: 1.0524... Generator Loss: 1.0314 Epoch 1/2... Step 740 Discriminator Loss: 1.2925... Generator Loss: 0.6550 Epoch 1/2... Step 750 Discriminator Loss: 1.3488... Generator Loss: 0.6066 Epoch 1/2... Step 760 Discriminator Loss: 0.9172... Generator Loss: 3.0813 Epoch 1/2... Step 770 Discriminator Loss: 1.0311... Generator Loss: 1.6870 Epoch 1/2... Step 780 Discriminator Loss: 1.2872... Generator Loss: 1.0827 Epoch 1/2... Step 790 Discriminator Loss: 1.0910... Generator Loss: 0.8320 Epoch 1/2... Step 800 Discriminator Loss: 1.6289... Generator Loss: 0.4391
Epoch 1/2... Step 810 Discriminator Loss: 0.8626... Generator Loss: 1.7418 Epoch 1/2... Step 820 Discriminator Loss: 1.4681... Generator Loss: 1.8365 Epoch 1/2... Step 830 Discriminator Loss: 1.0939... Generator Loss: 1.0007 Epoch 1/2... Step 840 Discriminator Loss: 0.9914... Generator Loss: 1.2278 Epoch 1/2... Step 850 Discriminator Loss: 1.0760... Generator Loss: 1.2108 Epoch 1/2... Step 860 Discriminator Loss: 1.1765... Generator Loss: 0.7321 Epoch 1/2... Step 870 Discriminator Loss: 1.2647... Generator Loss: 0.7372 Epoch 1/2... Step 880 Discriminator Loss: 1.3918... Generator Loss: 0.6455 Epoch 1/2... Step 890 Discriminator Loss: 1.3881... Generator Loss: 0.5430 Epoch 1/2... Step 900 Discriminator Loss: 0.9289... Generator Loss: 1.7351
Epoch 1/2... Step 910 Discriminator Loss: 1.0308... Generator Loss: 1.7500 Epoch 1/2... Step 920 Discriminator Loss: 1.2188... Generator Loss: 1.0419 Epoch 1/2... Step 930 Discriminator Loss: 1.3145... Generator Loss: 0.7337 Epoch 1/2... Step 940 Discriminator Loss: 1.1668... Generator Loss: 1.1097 Epoch 1/2... Step 950 Discriminator Loss: 0.9991... Generator Loss: 1.1605 Epoch 1/2... Step 960 Discriminator Loss: 1.0743... Generator Loss: 1.6024 Epoch 1/2... Step 970 Discriminator Loss: 1.1314... Generator Loss: 1.4987 Epoch 1/2... Step 980 Discriminator Loss: 1.3203... Generator Loss: 2.3575 Epoch 1/2... Step 990 Discriminator Loss: 0.9927... Generator Loss: 1.0493 Epoch 1/2... Step 1000 Discriminator Loss: 1.1543... Generator Loss: 1.0185
Epoch 1/2... Step 1010 Discriminator Loss: 1.5588... Generator Loss: 0.4350 Epoch 1/2... Step 1020 Discriminator Loss: 0.9383... Generator Loss: 1.2994 Epoch 1/2... Step 1030 Discriminator Loss: 1.1374... Generator Loss: 0.8482 Epoch 1/2... Step 1040 Discriminator Loss: 1.3267... Generator Loss: 0.7637 Epoch 1/2... Step 1050 Discriminator Loss: 0.7301... Generator Loss: 1.7287 Epoch 1/2... Step 1060 Discriminator Loss: 1.1197... Generator Loss: 1.6548 Epoch 1/2... Step 1070 Discriminator Loss: 1.1014... Generator Loss: 1.3505 Epoch 1/2... Step 1080 Discriminator Loss: 1.3171... Generator Loss: 0.7395 Epoch 1/2... Step 1090 Discriminator Loss: 1.2891... Generator Loss: 0.5924 Epoch 1/2... Step 1100 Discriminator Loss: 1.1285... Generator Loss: 0.8274
Epoch 1/2... Step 1110 Discriminator Loss: 1.0217... Generator Loss: 1.2641 Epoch 1/2... Step 1120 Discriminator Loss: 1.2792... Generator Loss: 0.6383 Epoch 1/2... Step 1130 Discriminator Loss: 1.1297... Generator Loss: 1.5716 Epoch 1/2... Step 1140 Discriminator Loss: 1.2486... Generator Loss: 0.7326 Epoch 1/2... Step 1150 Discriminator Loss: 1.0448... Generator Loss: 1.9389 Epoch 1/2... Step 1160 Discriminator Loss: 1.0785... Generator Loss: 1.2461 Epoch 1/2... Step 1170 Discriminator Loss: 1.1152... Generator Loss: 1.1413 Epoch 1/2... Step 1180 Discriminator Loss: 1.0767... Generator Loss: 0.8532 Epoch 1/2... Step 1190 Discriminator Loss: 1.2947... Generator Loss: 0.9723 Epoch 1/2... Step 1200 Discriminator Loss: 0.9754... Generator Loss: 1.7438
Epoch 1/2... Step 1210 Discriminator Loss: 0.9391... Generator Loss: 1.2834 Epoch 1/2... Step 1220 Discriminator Loss: 0.9757... Generator Loss: 1.5238 Epoch 1/2... Step 1230 Discriminator Loss: 1.1104... Generator Loss: 0.8855 Epoch 1/2... Step 1240 Discriminator Loss: 1.1155... Generator Loss: 1.8511 Epoch 1/2... Step 1250 Discriminator Loss: 0.8889... Generator Loss: 1.5625 Epoch 1/2... Step 1260 Discriminator Loss: 1.9003... Generator Loss: 0.2833 Epoch 1/2... Step 1270 Discriminator Loss: 1.1122... Generator Loss: 0.9322 Epoch 1/2... Step 1280 Discriminator Loss: 0.9768... Generator Loss: 1.8930 Epoch 1/2... Step 1290 Discriminator Loss: 1.4346... Generator Loss: 0.5290 Epoch 1/2... Step 1300 Discriminator Loss: 1.2074... Generator Loss: 0.7437
Epoch 1/2... Step 1310 Discriminator Loss: 1.1170... Generator Loss: 1.4470 Epoch 1/2... Step 1320 Discriminator Loss: 1.0607... Generator Loss: 0.8171 Epoch 1/2... Step 1330 Discriminator Loss: 1.2770... Generator Loss: 0.7206 Epoch 1/2... Step 1340 Discriminator Loss: 1.0886... Generator Loss: 1.0655 Epoch 1/2... Step 1350 Discriminator Loss: 1.0747... Generator Loss: 1.0230 Epoch 1/2... Step 1360 Discriminator Loss: 1.1829... Generator Loss: 0.7907 Epoch 1/2... Step 1370 Discriminator Loss: 1.0159... Generator Loss: 0.9418 Epoch 1/2... Step 1380 Discriminator Loss: 0.7583... Generator Loss: 1.6341 Epoch 1/2... Step 1390 Discriminator Loss: 0.6229... Generator Loss: 2.1416 Epoch 1/2... Step 1400 Discriminator Loss: 1.3226... Generator Loss: 0.5988
Epoch 1/2... Step 1410 Discriminator Loss: 1.2750... Generator Loss: 2.6155 Epoch 1/2... Step 1420 Discriminator Loss: 0.8993... Generator Loss: 1.2090 Epoch 1/2... Step 1430 Discriminator Loss: 1.0551... Generator Loss: 2.1491 Epoch 1/2... Step 1440 Discriminator Loss: 1.3886... Generator Loss: 0.5413 Epoch 1/2... Step 1450 Discriminator Loss: 1.0455... Generator Loss: 1.0296 Epoch 1/2... Step 1460 Discriminator Loss: 0.8257... Generator Loss: 1.4823 Epoch 1/2... Step 1470 Discriminator Loss: 1.4389... Generator Loss: 0.5754 Epoch 1/2... Step 1480 Discriminator Loss: 1.0511... Generator Loss: 0.9721 Epoch 1/2... Step 1490 Discriminator Loss: 1.7838... Generator Loss: 0.3198 Epoch 1/2... Step 1500 Discriminator Loss: 0.9191... Generator Loss: 1.5715
Epoch 1/2... Step 1510 Discriminator Loss: 1.6991... Generator Loss: 0.4014 Epoch 1/2... Step 1520 Discriminator Loss: 0.7032... Generator Loss: 1.5035 Epoch 1/2... Step 1530 Discriminator Loss: 1.5967... Generator Loss: 0.4079 Epoch 1/2... Step 1540 Discriminator Loss: 0.9212... Generator Loss: 1.1683 Epoch 1/2... Step 1550 Discriminator Loss: 1.8992... Generator Loss: 0.3226 Epoch 1/2... Step 1560 Discriminator Loss: 1.2083... Generator Loss: 0.7280 Epoch 1/2... Step 1570 Discriminator Loss: 0.8703... Generator Loss: 1.4319 Epoch 1/2... Step 1580 Discriminator Loss: 1.0204... Generator Loss: 1.3485 Epoch 1/2... Step 1590 Discriminator Loss: 0.9297... Generator Loss: 1.0440 Epoch 1/2... Step 1600 Discriminator Loss: 1.9106... Generator Loss: 0.3398
Epoch 1/2... Step 1610 Discriminator Loss: 1.1237... Generator Loss: 0.7761 Epoch 1/2... Step 1620 Discriminator Loss: 1.1825... Generator Loss: 0.8910 Epoch 1/2... Step 1630 Discriminator Loss: 1.3221... Generator Loss: 1.9452 Epoch 1/2... Step 1640 Discriminator Loss: 0.8178... Generator Loss: 1.2233 Epoch 1/2... Step 1650 Discriminator Loss: 0.8305... Generator Loss: 1.5110 Epoch 1/2... Step 1660 Discriminator Loss: 0.8151... Generator Loss: 1.5694 Epoch 1/2... Step 1670 Discriminator Loss: 1.2088... Generator Loss: 1.2828 Epoch 1/2... Step 1680 Discriminator Loss: 0.8270... Generator Loss: 1.2357 Epoch 1/2... Step 1690 Discriminator Loss: 0.9078... Generator Loss: 1.5408 Epoch 1/2... Step 1700 Discriminator Loss: 1.1567... Generator Loss: 0.9539
Epoch 1/2... Step 1710 Discriminator Loss: 1.3054... Generator Loss: 0.6825 Epoch 1/2... Step 1720 Discriminator Loss: 0.9294... Generator Loss: 1.2299 Epoch 1/2... Step 1730 Discriminator Loss: 0.9781... Generator Loss: 1.5435 Epoch 1/2... Step 1740 Discriminator Loss: 1.1358... Generator Loss: 1.0555 Epoch 1/2... Step 1750 Discriminator Loss: 1.0004... Generator Loss: 1.0150 Epoch 1/2... Step 1760 Discriminator Loss: 0.8403... Generator Loss: 1.2071 Epoch 1/2... Step 1770 Discriminator Loss: 1.8342... Generator Loss: 0.5711 Epoch 1/2... Step 1780 Discriminator Loss: 1.0235... Generator Loss: 1.8628 Epoch 1/2... Step 1790 Discriminator Loss: 0.8329... Generator Loss: 1.4620 Epoch 1/2... Step 1800 Discriminator Loss: 0.7324... Generator Loss: 1.3690
Epoch 1/2... Step 1810 Discriminator Loss: 1.2132... Generator Loss: 2.0782 Epoch 1/2... Step 1820 Discriminator Loss: 1.6139... Generator Loss: 0.4255 Epoch 1/2... Step 1830 Discriminator Loss: 1.4067... Generator Loss: 0.5690 Epoch 1/2... Step 1840 Discriminator Loss: 0.9202... Generator Loss: 1.2831 Epoch 1/2... Step 1850 Discriminator Loss: 1.1609... Generator Loss: 0.7593 Epoch 1/2... Step 1860 Discriminator Loss: 0.7747... Generator Loss: 1.4784 Epoch 1/2... Step 1870 Discriminator Loss: 0.8709... Generator Loss: 1.2935 Epoch 2/2... Step 1880 Discriminator Loss: 0.6479... Generator Loss: 2.2126 Epoch 2/2... Step 1890 Discriminator Loss: 0.9859... Generator Loss: 0.9969 Epoch 2/2... Step 1900 Discriminator Loss: 0.9077... Generator Loss: 1.1415
Epoch 2/2... Step 1910 Discriminator Loss: 0.9867... Generator Loss: 0.9114 Epoch 2/2... Step 1920 Discriminator Loss: 0.9099... Generator Loss: 0.9951 Epoch 2/2... Step 1930 Discriminator Loss: 1.1047... Generator Loss: 0.9789 Epoch 2/2... Step 1940 Discriminator Loss: 0.9107... Generator Loss: 1.4168 Epoch 2/2... Step 1950 Discriminator Loss: 0.7763... Generator Loss: 1.3644 Epoch 2/2... Step 1960 Discriminator Loss: 0.9668... Generator Loss: 1.0055 Epoch 2/2... Step 1970 Discriminator Loss: 1.5374... Generator Loss: 0.4443 Epoch 2/2... Step 1980 Discriminator Loss: 1.4240... Generator Loss: 0.5993 Epoch 2/2... Step 1990 Discriminator Loss: 1.0786... Generator Loss: 0.8947 Epoch 2/2... Step 2000 Discriminator Loss: 0.9801... Generator Loss: 1.1993
Epoch 2/2... Step 2010 Discriminator Loss: 1.0048... Generator Loss: 0.9641 Epoch 2/2... Step 2020 Discriminator Loss: 0.8400... Generator Loss: 1.2937 Epoch 2/2... Step 2030 Discriminator Loss: 0.9268... Generator Loss: 0.9906 Epoch 2/2... Step 2040 Discriminator Loss: 1.0428... Generator Loss: 0.9116 Epoch 2/2... Step 2050 Discriminator Loss: 0.8960... Generator Loss: 1.2087 Epoch 2/2... Step 2060 Discriminator Loss: 0.6392... Generator Loss: 1.6803 Epoch 2/2... Step 2070 Discriminator Loss: 0.7640... Generator Loss: 1.9378 Epoch 2/2... Step 2080 Discriminator Loss: 2.5900... Generator Loss: 0.1719 Epoch 2/2... Step 2090 Discriminator Loss: 1.0525... Generator Loss: 0.9117 Epoch 2/2... Step 2100 Discriminator Loss: 0.6502... Generator Loss: 1.8831
Epoch 2/2... Step 2110 Discriminator Loss: 1.0873... Generator Loss: 0.8045 Epoch 2/2... Step 2120 Discriminator Loss: 0.7606... Generator Loss: 2.5698 Epoch 2/2... Step 2130 Discriminator Loss: 0.6809... Generator Loss: 1.4794 Epoch 2/2... Step 2140 Discriminator Loss: 1.0753... Generator Loss: 2.6573 Epoch 2/2... Step 2150 Discriminator Loss: 1.5767... Generator Loss: 0.4397 Epoch 2/2... Step 2160 Discriminator Loss: 1.6192... Generator Loss: 0.4657 Epoch 2/2... Step 2170 Discriminator Loss: 1.4048... Generator Loss: 0.6392 Epoch 2/2... Step 2180 Discriminator Loss: 1.2790... Generator Loss: 0.6741 Epoch 2/2... Step 2190 Discriminator Loss: 0.5645... Generator Loss: 1.7783 Epoch 2/2... Step 2200 Discriminator Loss: 0.8880... Generator Loss: 1.0999
Epoch 2/2... Step 2210 Discriminator Loss: 1.0353... Generator Loss: 0.8737 Epoch 2/2... Step 2220 Discriminator Loss: 0.6571... Generator Loss: 2.4085 Epoch 2/2... Step 2230 Discriminator Loss: 1.7917... Generator Loss: 0.3742 Epoch 2/2... Step 2240 Discriminator Loss: 0.6798... Generator Loss: 1.8170 Epoch 2/2... Step 2250 Discriminator Loss: 1.8639... Generator Loss: 0.4408 Epoch 2/2... Step 2260 Discriminator Loss: 1.0178... Generator Loss: 0.8896 Epoch 2/2... Step 2270 Discriminator Loss: 1.4183... Generator Loss: 0.5524 Epoch 2/2... Step 2280 Discriminator Loss: 1.0579... Generator Loss: 0.9186 Epoch 2/2... Step 2290 Discriminator Loss: 0.9936... Generator Loss: 1.9851 Epoch 2/2... Step 2300 Discriminator Loss: 1.0325... Generator Loss: 1.7854
Epoch 2/2... Step 2310 Discriminator Loss: 0.8364... Generator Loss: 1.6388 Epoch 2/2... Step 2320 Discriminator Loss: 1.2303... Generator Loss: 0.7515 Epoch 2/2... Step 2330 Discriminator Loss: 1.1661... Generator Loss: 1.9663 Epoch 2/2... Step 2340 Discriminator Loss: 1.0089... Generator Loss: 0.9787 Epoch 2/2... Step 2350 Discriminator Loss: 0.7466... Generator Loss: 1.4143 Epoch 2/2... Step 2360 Discriminator Loss: 1.5366... Generator Loss: 0.6628 Epoch 2/2... Step 2370 Discriminator Loss: 1.1218... Generator Loss: 1.8962 Epoch 2/2... Step 2380 Discriminator Loss: 1.1583... Generator Loss: 0.8513 Epoch 2/2... Step 2390 Discriminator Loss: 0.9913... Generator Loss: 0.9093 Epoch 2/2... Step 2400 Discriminator Loss: 1.0331... Generator Loss: 0.8538
Epoch 2/2... Step 2410 Discriminator Loss: 0.7745... Generator Loss: 1.7240 Epoch 2/2... Step 2420 Discriminator Loss: 0.7116... Generator Loss: 1.5800 Epoch 2/2... Step 2430 Discriminator Loss: 0.8889... Generator Loss: 1.0649 Epoch 2/2... Step 2440 Discriminator Loss: 0.7288... Generator Loss: 1.6131 Epoch 2/2... Step 2450 Discriminator Loss: 0.7516... Generator Loss: 1.6805 Epoch 2/2... Step 2460 Discriminator Loss: 1.0133... Generator Loss: 0.8634 Epoch 2/2... Step 2470 Discriminator Loss: 2.0381... Generator Loss: 0.3159 Epoch 2/2... Step 2480 Discriminator Loss: 1.1430... Generator Loss: 0.8168 Epoch 2/2... Step 2490 Discriminator Loss: 0.8890... Generator Loss: 1.2070 Epoch 2/2... Step 2500 Discriminator Loss: 1.4200... Generator Loss: 0.6003
Epoch 2/2... Step 2510 Discriminator Loss: 1.1896... Generator Loss: 0.7314 Epoch 2/2... Step 2520 Discriminator Loss: 0.8656... Generator Loss: 2.1477 Epoch 2/2... Step 2530 Discriminator Loss: 1.6701... Generator Loss: 0.3713 Epoch 2/2... Step 2540 Discriminator Loss: 1.0718... Generator Loss: 0.8477 Epoch 2/2... Step 2550 Discriminator Loss: 1.5796... Generator Loss: 0.4965 Epoch 2/2... Step 2560 Discriminator Loss: 0.9361... Generator Loss: 1.0679 Epoch 2/2... Step 2570 Discriminator Loss: 0.7424... Generator Loss: 1.4519 Epoch 2/2... Step 2580 Discriminator Loss: 0.8731... Generator Loss: 1.3678 Epoch 2/2... Step 2590 Discriminator Loss: 0.9279... Generator Loss: 1.4613 Epoch 2/2... Step 2600 Discriminator Loss: 0.9102... Generator Loss: 1.2034
Epoch 2/2... Step 2610 Discriminator Loss: 1.1052... Generator Loss: 0.7275 Epoch 2/2... Step 2620 Discriminator Loss: 0.6005... Generator Loss: 1.8558 Epoch 2/2... Step 2630 Discriminator Loss: 0.8370... Generator Loss: 1.0978 Epoch 2/2... Step 2640 Discriminator Loss: 1.5168... Generator Loss: 0.6605 Epoch 2/2... Step 2650 Discriminator Loss: 1.1899... Generator Loss: 0.7876 Epoch 2/2... Step 2660 Discriminator Loss: 0.7940... Generator Loss: 1.7494 Epoch 2/2... Step 2670 Discriminator Loss: 0.6913... Generator Loss: 1.3927 Epoch 2/2... Step 2680 Discriminator Loss: 0.7446... Generator Loss: 1.5548 Epoch 2/2... Step 2690 Discriminator Loss: 0.8980... Generator Loss: 1.1381 Epoch 2/2... Step 2700 Discriminator Loss: 0.9253... Generator Loss: 1.2795
Epoch 2/2... Step 2710 Discriminator Loss: 0.6926... Generator Loss: 1.6367 Epoch 2/2... Step 2720 Discriminator Loss: 0.9838... Generator Loss: 0.9657 Epoch 2/2... Step 2730 Discriminator Loss: 1.8890... Generator Loss: 0.3153 Epoch 2/2... Step 2740 Discriminator Loss: 0.7548... Generator Loss: 1.4704 Epoch 2/2... Step 2750 Discriminator Loss: 0.7299... Generator Loss: 1.6285 Epoch 2/2... Step 2760 Discriminator Loss: 1.1574... Generator Loss: 0.9588 Epoch 2/2... Step 2770 Discriminator Loss: 0.9421... Generator Loss: 1.1172 Epoch 2/2... Step 2780 Discriminator Loss: 0.8892... Generator Loss: 2.1323 Epoch 2/2... Step 2790 Discriminator Loss: 0.8784... Generator Loss: 1.2210 Epoch 2/2... Step 2800 Discriminator Loss: 0.8613... Generator Loss: 1.0847
Epoch 2/2... Step 2810 Discriminator Loss: 1.0995... Generator Loss: 1.9956 Epoch 2/2... Step 2820 Discriminator Loss: 0.9194... Generator Loss: 0.9524 Epoch 2/2... Step 2830 Discriminator Loss: 0.5609... Generator Loss: 2.4622 Epoch 2/2... Step 2840 Discriminator Loss: 1.1387... Generator Loss: 0.7307 Epoch 2/2... Step 2850 Discriminator Loss: 2.1007... Generator Loss: 0.3357 Epoch 2/2... Step 2860 Discriminator Loss: 1.2999... Generator Loss: 0.6482 Epoch 2/2... Step 2870 Discriminator Loss: 0.8474... Generator Loss: 1.2165 Epoch 2/2... Step 2880 Discriminator Loss: 0.6223... Generator Loss: 1.7228 Epoch 2/2... Step 2890 Discriminator Loss: 0.8957... Generator Loss: 1.8877 Epoch 2/2... Step 2900 Discriminator Loss: 0.7996... Generator Loss: 1.4782
Epoch 2/2... Step 2910 Discriminator Loss: 0.7059... Generator Loss: 2.7512 Epoch 2/2... Step 2920 Discriminator Loss: 1.7895... Generator Loss: 0.3895 Epoch 2/2... Step 2930 Discriminator Loss: 0.6876... Generator Loss: 1.8607 Epoch 2/2... Step 2940 Discriminator Loss: 1.2330... Generator Loss: 0.7118 Epoch 2/2... Step 2950 Discriminator Loss: 0.7964... Generator Loss: 1.3973 Epoch 2/2... Step 2960 Discriminator Loss: 0.8339... Generator Loss: 1.2728 Epoch 2/2... Step 2970 Discriminator Loss: 0.7223... Generator Loss: 1.4270 Epoch 2/2... Step 2980 Discriminator Loss: 0.7321... Generator Loss: 1.3431 Epoch 2/2... Step 2990 Discriminator Loss: 0.9838... Generator Loss: 1.0072 Epoch 2/2... Step 3000 Discriminator Loss: 0.7938... Generator Loss: 1.3837
Epoch 2/2... Step 3010 Discriminator Loss: 1.3175... Generator Loss: 0.6372 Epoch 2/2... Step 3020 Discriminator Loss: 0.5510... Generator Loss: 2.2286 Epoch 2/2... Step 3030 Discriminator Loss: 0.7292... Generator Loss: 2.3786 Epoch 2/2... Step 3040 Discriminator Loss: 1.3257... Generator Loss: 0.5935 Epoch 2/2... Step 3050 Discriminator Loss: 0.9015... Generator Loss: 1.0520 Epoch 2/2... Step 3060 Discriminator Loss: 0.8164... Generator Loss: 1.3441 Epoch 2/2... Step 3070 Discriminator Loss: 0.8762... Generator Loss: 1.1246 Epoch 2/2... Step 3080 Discriminator Loss: 0.7752... Generator Loss: 2.2662 Epoch 2/2... Step 3090 Discriminator Loss: 2.6924... Generator Loss: 0.1744 Epoch 2/2... Step 3100 Discriminator Loss: 0.9032... Generator Loss: 1.0783
Epoch 2/2... Step 3110 Discriminator Loss: 0.6711... Generator Loss: 1.7783 Epoch 2/2... Step 3120 Discriminator Loss: 0.8295... Generator Loss: 1.4569 Epoch 2/2... Step 3130 Discriminator Loss: 1.3213... Generator Loss: 2.8985 Epoch 2/2... Step 3140 Discriminator Loss: 1.3992... Generator Loss: 0.6905 Epoch 2/2... Step 3150 Discriminator Loss: 2.0453... Generator Loss: 0.3695 Epoch 2/2... Step 3160 Discriminator Loss: 0.6537... Generator Loss: 1.7247 Epoch 2/2... Step 3170 Discriminator Loss: 1.1827... Generator Loss: 0.7336 Epoch 2/2... Step 3180 Discriminator Loss: 1.0353... Generator Loss: 0.8868 Epoch 2/2... Step 3190 Discriminator Loss: 0.9735... Generator Loss: 0.9879 Epoch 2/2... Step 3200 Discriminator Loss: 0.8758... Generator Loss: 1.4300
Epoch 2/2... Step 3210 Discriminator Loss: 0.9950... Generator Loss: 0.9444 Epoch 2/2... Step 3220 Discriminator Loss: 1.0647... Generator Loss: 0.9012 Epoch 2/2... Step 3230 Discriminator Loss: 0.9975... Generator Loss: 1.7008 Epoch 2/2... Step 3240 Discriminator Loss: 0.8455... Generator Loss: 1.1944 Epoch 2/2... Step 3250 Discriminator Loss: 0.6718... Generator Loss: 1.6959 Epoch 2/2... Step 3260 Discriminator Loss: 0.9672... Generator Loss: 0.9812 Epoch 2/2... Step 3270 Discriminator Loss: 0.6201... Generator Loss: 2.2548 Epoch 2/2... Step 3280 Discriminator Loss: 1.3810... Generator Loss: 0.6892 Epoch 2/2... Step 3290 Discriminator Loss: 2.1487... Generator Loss: 0.3643 Epoch 2/2... Step 3300 Discriminator Loss: 0.7523... Generator Loss: 2.4317
Epoch 2/2... Step 3310 Discriminator Loss: 1.1712... Generator Loss: 0.8083 Epoch 2/2... Step 3320 Discriminator Loss: 0.9979... Generator Loss: 1.0101 Epoch 2/2... Step 3330 Discriminator Loss: 0.6983... Generator Loss: 1.5651 Epoch 2/2... Step 3340 Discriminator Loss: 0.6936... Generator Loss: 1.7050 Epoch 2/2... Step 3350 Discriminator Loss: 1.1330... Generator Loss: 0.8159 Epoch 2/2... Step 3360 Discriminator Loss: 0.8260... Generator Loss: 1.1466 Epoch 2/2... Step 3370 Discriminator Loss: 1.5339... Generator Loss: 0.5523 Epoch 2/2... Step 3380 Discriminator Loss: 0.6892... Generator Loss: 1.8006 Epoch 2/2... Step 3390 Discriminator Loss: 0.6702... Generator Loss: 2.4449 Epoch 2/2... Step 3400 Discriminator Loss: 1.4916... Generator Loss: 0.5492
Epoch 2/2... Step 3410 Discriminator Loss: 0.9893... Generator Loss: 1.0007 Epoch 2/2... Step 3420 Discriminator Loss: 0.6417... Generator Loss: 2.1001 Epoch 2/2... Step 3430 Discriminator Loss: 1.1917... Generator Loss: 0.7154 Epoch 2/2... Step 3440 Discriminator Loss: 1.5765... Generator Loss: 0.5449 Epoch 2/2... Step 3450 Discriminator Loss: 0.8386... Generator Loss: 1.2205 Epoch 2/2... Step 3460 Discriminator Loss: 0.8814... Generator Loss: 1.1131 Epoch 2/2... Step 3470 Discriminator Loss: 0.6863... Generator Loss: 1.5578 Epoch 2/2... Step 3480 Discriminator Loss: 0.7544... Generator Loss: 1.2381 Epoch 2/2... Step 3490 Discriminator Loss: 1.3896... Generator Loss: 2.4139 Epoch 2/2... Step 3500 Discriminator Loss: 0.8268... Generator Loss: 1.5838
Epoch 2/2... Step 3510 Discriminator Loss: 2.9021... Generator Loss: 0.1897 Epoch 2/2... Step 3520 Discriminator Loss: 0.6380... Generator Loss: 2.2984 Epoch 2/2... Step 3530 Discriminator Loss: 0.9962... Generator Loss: 0.9383 Epoch 2/2... Step 3540 Discriminator Loss: 0.8970... Generator Loss: 1.0773 Epoch 2/2... Step 3550 Discriminator Loss: 1.3220... Generator Loss: 0.7096 Epoch 2/2... Step 3560 Discriminator Loss: 1.1242... Generator Loss: 0.8578 Epoch 2/2... Step 3570 Discriminator Loss: 0.7642... Generator Loss: 1.3301 Epoch 2/2... Step 3580 Discriminator Loss: 1.6250... Generator Loss: 0.4348 Epoch 2/2... Step 3590 Discriminator Loss: 1.7519... Generator Loss: 0.6260 Epoch 2/2... Step 3600 Discriminator Loss: 0.8505... Generator Loss: 1.3688
Epoch 2/2... Step 3610 Discriminator Loss: 0.5925... Generator Loss: 2.7041 Epoch 2/2... Step 3620 Discriminator Loss: 0.8483... Generator Loss: 1.9845 Epoch 2/2... Step 3630 Discriminator Loss: 0.8175... Generator Loss: 1.0986 Epoch 2/2... Step 3640 Discriminator Loss: 1.5484... Generator Loss: 0.5229 Epoch 2/2... Step 3650 Discriminator Loss: 0.8435... Generator Loss: 1.3171 Epoch 2/2... Step 3660 Discriminator Loss: 0.7798... Generator Loss: 1.3606 Epoch 2/2... Step 3670 Discriminator Loss: 1.1266... Generator Loss: 1.8137 Epoch 2/2... Step 3680 Discriminator Loss: 0.9795... Generator Loss: 1.0683 Epoch 2/2... Step 3690 Discriminator Loss: 1.0195... Generator Loss: 0.8785 Epoch 2/2... Step 3700 Discriminator Loss: 1.0381... Generator Loss: 0.9500
Epoch 2/2... Step 3710 Discriminator Loss: 0.5710... Generator Loss: 2.6921 Epoch 2/2... Step 3720 Discriminator Loss: 1.7753... Generator Loss: 0.4897 Epoch 2/2... Step 3730 Discriminator Loss: 0.9375... Generator Loss: 1.0339 Epoch 2/2... Step 3740 Discriminator Loss: 0.7986... Generator Loss: 1.2037 Epoch 2/2... Step 3750 Discriminator Loss: 0.6179... Generator Loss: 1.8514
CelebA¶
Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.
In [52]:
batch_size = 32
z_dim = 50
learning_rate = 0.002
beta1 = 0.7
tf.reset_default_graph()
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 1
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/1... Step 10 Discriminator Loss: 0.5152... Generator Loss: 10.4203 Epoch 1/1... Step 20 Discriminator Loss: 0.6014... Generator Loss: 2.5560 Epoch 1/1... Step 30 Discriminator Loss: 0.4836... Generator Loss: 3.3698 Epoch 1/1... Step 40 Discriminator Loss: 0.5846... Generator Loss: 5.6418 Epoch 1/1... Step 50 Discriminator Loss: 0.6109... Generator Loss: 1.9019 Epoch 1/1... Step 60 Discriminator Loss: 0.3806... Generator Loss: 4.2912 Epoch 1/1... Step 70 Discriminator Loss: 0.7503... Generator Loss: 1.5510 Epoch 1/1... Step 80 Discriminator Loss: 0.6455... Generator Loss: 2.0360 Epoch 1/1... Step 90 Discriminator Loss: 0.4206... Generator Loss: 8.1186 Epoch 1/1... Step 100 Discriminator Loss: 0.5816... Generator Loss: 2.5658
Epoch 1/1... Step 110 Discriminator Loss: 0.4226... Generator Loss: 3.8270 Epoch 1/1... Step 120 Discriminator Loss: 0.4139... Generator Loss: 7.0538 Epoch 1/1... Step 130 Discriminator Loss: 0.3838... Generator Loss: 3.9472 Epoch 1/1... Step 140 Discriminator Loss: 0.4290... Generator Loss: 2.9799 Epoch 1/1... Step 150 Discriminator Loss: 0.3996... Generator Loss: 3.3440 Epoch 1/1... Step 160 Discriminator Loss: 0.3954... Generator Loss: 4.0911 Epoch 1/1... Step 170 Discriminator Loss: 1.4695... Generator Loss: 0.5804 Epoch 1/1... Step 180 Discriminator Loss: 0.8386... Generator Loss: 1.2756 Epoch 1/1... Step 190 Discriminator Loss: 0.5392... Generator Loss: 4.5648 Epoch 1/1... Step 200 Discriminator Loss: 0.4724... Generator Loss: 2.8192
Epoch 1/1... Step 210 Discriminator Loss: 0.4775... Generator Loss: 2.6539 Epoch 1/1... Step 220 Discriminator Loss: 0.4069... Generator Loss: 3.4954 Epoch 1/1... Step 230 Discriminator Loss: 0.6290... Generator Loss: 3.8744 Epoch 1/1... Step 240 Discriminator Loss: 0.7163... Generator Loss: 2.2102 Epoch 1/1... Step 250 Discriminator Loss: 1.1018... Generator Loss: 4.5363 Epoch 1/1... Step 260 Discriminator Loss: 0.9975... Generator Loss: 1.2555 Epoch 1/1... Step 270 Discriminator Loss: 0.9342... Generator Loss: 1.1520 Epoch 1/1... Step 280 Discriminator Loss: 1.1379... Generator Loss: 1.0047 Epoch 1/1... Step 290 Discriminator Loss: 0.7032... Generator Loss: 3.4336 Epoch 1/1... Step 300 Discriminator Loss: 0.4736... Generator Loss: 2.5792
Epoch 1/1... Step 310 Discriminator Loss: 0.8748... Generator Loss: 1.1386 Epoch 1/1... Step 320 Discriminator Loss: 0.4529... Generator Loss: 3.0405 Epoch 1/1... Step 330 Discriminator Loss: 1.2006... Generator Loss: 0.8591 Epoch 1/1... Step 340 Discriminator Loss: 1.0099... Generator Loss: 1.3013 Epoch 1/1... Step 350 Discriminator Loss: 0.7050... Generator Loss: 1.9851 Epoch 1/1... Step 360 Discriminator Loss: 0.6239... Generator Loss: 2.9720 Epoch 1/1... Step 370 Discriminator Loss: 0.7715... Generator Loss: 4.6346 Epoch 1/1... Step 380 Discriminator Loss: 0.8108... Generator Loss: 1.6527 Epoch 1/1... Step 390 Discriminator Loss: 0.7762... Generator Loss: 3.3005 Epoch 1/1... Step 400 Discriminator Loss: 0.9769... Generator Loss: 1.5228
Epoch 1/1... Step 410 Discriminator Loss: 0.8898... Generator Loss: 2.6471 Epoch 1/1... Step 420 Discriminator Loss: 0.5962... Generator Loss: 2.6070 Epoch 1/1... Step 430 Discriminator Loss: 0.8136... Generator Loss: 1.4771 Epoch 1/1... Step 440 Discriminator Loss: 1.2030... Generator Loss: 0.6800 Epoch 1/1... Step 450 Discriminator Loss: 0.8308... Generator Loss: 1.2040 Epoch 1/1... Step 460 Discriminator Loss: 1.4396... Generator Loss: 0.6383 Epoch 1/1... Step 470 Discriminator Loss: 2.7803... Generator Loss: 0.2172 Epoch 1/1... Step 480 Discriminator Loss: 0.8177... Generator Loss: 2.1671 Epoch 1/1... Step 490 Discriminator Loss: 0.6472... Generator Loss: 2.8197 Epoch 1/1... Step 500 Discriminator Loss: 1.7131... Generator Loss: 0.3410
Epoch 1/1... Step 510 Discriminator Loss: 0.8516... Generator Loss: 1.4991 Epoch 1/1... Step 520 Discriminator Loss: 0.5678... Generator Loss: 2.1696 Epoch 1/1... Step 530 Discriminator Loss: 0.8141... Generator Loss: 2.4595 Epoch 1/1... Step 540 Discriminator Loss: 0.5898... Generator Loss: 2.5046 Epoch 1/1... Step 550 Discriminator Loss: 0.8712... Generator Loss: 1.9387 Epoch 1/1... Step 560 Discriminator Loss: 1.3235... Generator Loss: 0.8624 Epoch 1/1... Step 570 Discriminator Loss: 0.7748... Generator Loss: 1.2392 Epoch 1/1... Step 580 Discriminator Loss: 0.6028... Generator Loss: 3.1697 Epoch 1/1... Step 590 Discriminator Loss: 1.4627... Generator Loss: 0.4825 Epoch 1/1... Step 600 Discriminator Loss: 0.8585... Generator Loss: 2.3073
Epoch 1/1... Step 610 Discriminator Loss: 1.0829... Generator Loss: 2.6895 Epoch 1/1... Step 620 Discriminator Loss: 0.8918... Generator Loss: 1.9511 Epoch 1/1... Step 630 Discriminator Loss: 0.6771... Generator Loss: 3.6607 Epoch 1/1... Step 640 Discriminator Loss: 0.7728... Generator Loss: 2.0232 Epoch 1/1... Step 650 Discriminator Loss: 1.1178... Generator Loss: 0.8851 Epoch 1/1... Step 660 Discriminator Loss: 1.0506... Generator Loss: 1.0553 Epoch 1/1... Step 670 Discriminator Loss: 0.4942... Generator Loss: 2.7021 Epoch 1/1... Step 680 Discriminator Loss: 0.7002... Generator Loss: 1.7564 Epoch 1/1... Step 690 Discriminator Loss: 0.7873... Generator Loss: 3.3365 Epoch 1/1... Step 700 Discriminator Loss: 0.7226... Generator Loss: 1.7845
Epoch 1/1... Step 710 Discriminator Loss: 0.5499... Generator Loss: 2.6889 Epoch 1/1... Step 720 Discriminator Loss: 1.2073... Generator Loss: 0.8006 Epoch 1/1... Step 730 Discriminator Loss: 0.6541... Generator Loss: 3.4507 Epoch 1/1... Step 740 Discriminator Loss: 1.1267... Generator Loss: 1.1342 Epoch 1/1... Step 750 Discriminator Loss: 0.7020... Generator Loss: 2.7864 Epoch 1/1... Step 760 Discriminator Loss: 0.5467... Generator Loss: 2.0875 Epoch 1/1... Step 770 Discriminator Loss: 0.6352... Generator Loss: 3.2488 Epoch 1/1... Step 780 Discriminator Loss: 0.8448... Generator Loss: 1.9425 Epoch 1/1... Step 790 Discriminator Loss: 0.6434... Generator Loss: 1.6442 Epoch 1/1... Step 800 Discriminator Loss: 0.9268... Generator Loss: 1.0901
Epoch 1/1... Step 810 Discriminator Loss: 0.6062... Generator Loss: 3.3093 Epoch 1/1... Step 820 Discriminator Loss: 1.0966... Generator Loss: 2.6123 Epoch 1/1... Step 830 Discriminator Loss: 1.0867... Generator Loss: 0.8053 Epoch 1/1... Step 840 Discriminator Loss: 0.5643... Generator Loss: 2.3166 Epoch 1/1... Step 850 Discriminator Loss: 1.1061... Generator Loss: 0.8644 Epoch 1/1... Step 860 Discriminator Loss: 0.6834... Generator Loss: 2.5156 Epoch 1/1... Step 870 Discriminator Loss: 0.9050... Generator Loss: 3.3277 Epoch 1/1... Step 880 Discriminator Loss: 0.4708... Generator Loss: 3.0952 Epoch 1/1... Step 890 Discriminator Loss: 0.6873... Generator Loss: 1.9832 Epoch 1/1... Step 900 Discriminator Loss: 0.7050... Generator Loss: 2.1995
Epoch 1/1... Step 910 Discriminator Loss: 0.6104... Generator Loss: 2.5436 Epoch 1/1... Step 920 Discriminator Loss: 0.8577... Generator Loss: 1.1419 Epoch 1/1... Step 930 Discriminator Loss: 0.7237... Generator Loss: 1.9063 Epoch 1/1... Step 940 Discriminator Loss: 1.7836... Generator Loss: 0.4745 Epoch 1/1... Step 950 Discriminator Loss: 1.1233... Generator Loss: 1.6914 Epoch 1/1... Step 960 Discriminator Loss: 1.5919... Generator Loss: 0.4440 Epoch 1/1... Step 970 Discriminator Loss: 0.6366... Generator Loss: 1.7327 Epoch 1/1... Step 980 Discriminator Loss: 0.6887... Generator Loss: 3.2254 Epoch 1/1... Step 990 Discriminator Loss: 0.7065... Generator Loss: 1.6720 Epoch 1/1... Step 1000 Discriminator Loss: 0.6757... Generator Loss: 2.3026
Epoch 1/1... Step 1010 Discriminator Loss: 0.6880... Generator Loss: 1.6056 Epoch 1/1... Step 1020 Discriminator Loss: 0.6480... Generator Loss: 1.6690 Epoch 1/1... Step 1030 Discriminator Loss: 1.3845... Generator Loss: 3.3648 Epoch 1/1... Step 1040 Discriminator Loss: 0.6756... Generator Loss: 1.8164 Epoch 1/1... Step 1050 Discriminator Loss: 0.9276... Generator Loss: 1.2641 Epoch 1/1... Step 1060 Discriminator Loss: 0.7662... Generator Loss: 1.3382 Epoch 1/1... Step 1070 Discriminator Loss: 0.6794... Generator Loss: 3.6494 Epoch 1/1... Step 1080 Discriminator Loss: 0.9740... Generator Loss: 1.0687 Epoch 1/1... Step 1090 Discriminator Loss: 1.0819... Generator Loss: 1.0592 Epoch 1/1... Step 1100 Discriminator Loss: 0.7328... Generator Loss: 2.5043
Epoch 1/1... Step 1110 Discriminator Loss: 0.9607... Generator Loss: 1.0969 Epoch 1/1... Step 1120 Discriminator Loss: 0.8695... Generator Loss: 1.5500 Epoch 1/1... Step 1130 Discriminator Loss: 0.6878... Generator Loss: 1.7048 Epoch 1/1... Step 1140 Discriminator Loss: 1.0527... Generator Loss: 0.9763 Epoch 1/1... Step 1150 Discriminator Loss: 0.7579... Generator Loss: 1.6700 Epoch 1/1... Step 1160 Discriminator Loss: 0.7244... Generator Loss: 1.3687 Epoch 1/1... Step 1170 Discriminator Loss: 1.7861... Generator Loss: 4.5263 Epoch 1/1... Step 1180 Discriminator Loss: 0.8503... Generator Loss: 1.3295 Epoch 1/1... Step 1190 Discriminator Loss: 0.6969... Generator Loss: 1.6501 Epoch 1/1... Step 1200 Discriminator Loss: 0.5470... Generator Loss: 3.4586
Epoch 1/1... Step 1210 Discriminator Loss: 1.6315... Generator Loss: 0.4663 Epoch 1/1... Step 1220 Discriminator Loss: 0.6893... Generator Loss: 4.3494 Epoch 1/1... Step 1230 Discriminator Loss: 0.6949... Generator Loss: 2.1073 Epoch 1/1... Step 1240 Discriminator Loss: 0.6013... Generator Loss: 2.7674 Epoch 1/1... Step 1250 Discriminator Loss: 0.5990... Generator Loss: 4.5560 Epoch 1/1... Step 1260 Discriminator Loss: 0.6315... Generator Loss: 1.8737 Epoch 1/1... Step 1270 Discriminator Loss: 0.7722... Generator Loss: 1.8658 Epoch 1/1... Step 1280 Discriminator Loss: 0.7156... Generator Loss: 1.7016 Epoch 1/1... Step 1290 Discriminator Loss: 0.8401... Generator Loss: 1.1794 Epoch 1/1... Step 1300 Discriminator Loss: 0.7858... Generator Loss: 1.5540
Epoch 1/1... Step 1310 Discriminator Loss: 0.5966... Generator Loss: 2.1917 Epoch 1/1... Step 1320 Discriminator Loss: 1.0163... Generator Loss: 2.4012 Epoch 1/1... Step 1330 Discriminator Loss: 0.6589... Generator Loss: 2.4771 Epoch 1/1... Step 1340 Discriminator Loss: 0.7284... Generator Loss: 1.8910 Epoch 1/1... Step 1350 Discriminator Loss: 0.5868... Generator Loss: 2.1761 Epoch 1/1... Step 1360 Discriminator Loss: 0.8753... Generator Loss: 2.4944 Epoch 1/1... Step 1370 Discriminator Loss: 0.6889... Generator Loss: 1.8596 Epoch 1/1... Step 1380 Discriminator Loss: 0.6337... Generator Loss: 1.6694 Epoch 1/1... Step 1390 Discriminator Loss: 0.7262... Generator Loss: 1.6108 Epoch 1/1... Step 1400 Discriminator Loss: 0.6823... Generator Loss: 2.7231
Epoch 1/1... Step 1410 Discriminator Loss: 0.5378... Generator Loss: 3.6522 Epoch 1/1... Step 1420 Discriminator Loss: 1.1357... Generator Loss: 0.7893 Epoch 1/1... Step 1430 Discriminator Loss: 0.7779... Generator Loss: 1.2993 Epoch 1/1... Step 1440 Discriminator Loss: 0.7192... Generator Loss: 1.5594 Epoch 1/1... Step 1450 Discriminator Loss: 0.7702... Generator Loss: 1.9075 Epoch 1/1... Step 1460 Discriminator Loss: 0.5458... Generator Loss: 2.1231 Epoch 1/1... Step 1470 Discriminator Loss: 1.0098... Generator Loss: 0.9346 Epoch 1/1... Step 1480 Discriminator Loss: 0.5747... Generator Loss: 2.1482 Epoch 1/1... Step 1490 Discriminator Loss: 0.7920... Generator Loss: 1.5211 Epoch 1/1... Step 1500 Discriminator Loss: 0.8347... Generator Loss: 1.6613
Epoch 1/1... Step 1510 Discriminator Loss: 0.6097... Generator Loss: 3.2032 Epoch 1/1... Step 1520 Discriminator Loss: 0.8460... Generator Loss: 1.1848 Epoch 1/1... Step 1530 Discriminator Loss: 0.7850... Generator Loss: 1.5308 Epoch 1/1... Step 1540 Discriminator Loss: 0.8861... Generator Loss: 1.3323 Epoch 1/1... Step 1550 Discriminator Loss: 0.5580... Generator Loss: 2.2898 Epoch 1/1... Step 1560 Discriminator Loss: 0.8042... Generator Loss: 1.4490 Epoch 1/1... Step 1570 Discriminator Loss: 0.6378... Generator Loss: 2.0329 Epoch 1/1... Step 1580 Discriminator Loss: 0.7288... Generator Loss: 1.6127 Epoch 1/1... Step 1590 Discriminator Loss: 0.6644... Generator Loss: 2.3127 Epoch 1/1... Step 1600 Discriminator Loss: 0.5087... Generator Loss: 2.3974
Epoch 1/1... Step 1610 Discriminator Loss: 0.6360... Generator Loss: 2.0988 Epoch 1/1... Step 1620 Discriminator Loss: 0.7787... Generator Loss: 2.1413 Epoch 1/1... Step 1630 Discriminator Loss: 0.6308... Generator Loss: 2.9285 Epoch 1/1... Step 1640 Discriminator Loss: 0.8578... Generator Loss: 1.3278 Epoch 1/1... Step 1650 Discriminator Loss: 1.1168... Generator Loss: 2.2248 Epoch 1/1... Step 1660 Discriminator Loss: 0.7415... Generator Loss: 1.7659 Epoch 1/1... Step 1670 Discriminator Loss: 0.7471... Generator Loss: 2.2561 Epoch 1/1... Step 1680 Discriminator Loss: 0.6661... Generator Loss: 2.3658 Epoch 1/1... Step 1690 Discriminator Loss: 0.5521... Generator Loss: 2.3552 Epoch 1/1... Step 1700 Discriminator Loss: 0.9249... Generator Loss: 4.3865
Epoch 1/1... Step 1710 Discriminator Loss: 0.7478... Generator Loss: 1.7511 Epoch 1/1... Step 1720 Discriminator Loss: 0.6164... Generator Loss: 1.9524 Epoch 1/1... Step 1730 Discriminator Loss: 0.6679... Generator Loss: 2.5818 Epoch 1/1... Step 1740 Discriminator Loss: 0.6929... Generator Loss: 1.9290 Epoch 1/1... Step 1750 Discriminator Loss: 0.5964... Generator Loss: 1.8514 Epoch 1/1... Step 1760 Discriminator Loss: 0.6806... Generator Loss: 1.6052 Epoch 1/1... Step 1770 Discriminator Loss: 0.6999... Generator Loss: 2.1400 Epoch 1/1... Step 1780 Discriminator Loss: 0.7399... Generator Loss: 2.3512 Epoch 1/1... Step 1790 Discriminator Loss: 0.6252... Generator Loss: 1.8070 Epoch 1/1... Step 1800 Discriminator Loss: 0.6045... Generator Loss: 2.0861
Epoch 1/1... Step 1810 Discriminator Loss: 0.5844... Generator Loss: 2.9612 Epoch 1/1... Step 1820 Discriminator Loss: 0.6049... Generator Loss: 2.1602 Epoch 1/1... Step 1830 Discriminator Loss: 0.8778... Generator Loss: 1.2108 Epoch 1/1... Step 1840 Discriminator Loss: 0.6007... Generator Loss: 2.8199 Epoch 1/1... Step 1850 Discriminator Loss: 0.5485... Generator Loss: 2.5906 Epoch 1/1... Step 1860 Discriminator Loss: 0.8361... Generator Loss: 2.8033 Epoch 1/1... Step 1870 Discriminator Loss: 0.5178... Generator Loss: 2.7398 Epoch 1/1... Step 1880 Discriminator Loss: 0.9081... Generator Loss: 1.1963 Epoch 1/1... Step 1890 Discriminator Loss: 0.7082... Generator Loss: 2.0368 Epoch 1/1... Step 1900 Discriminator Loss: 0.5724... Generator Loss: 2.3275
Epoch 1/1... Step 1910 Discriminator Loss: 0.6462... Generator Loss: 2.1146 Epoch 1/1... Step 1920 Discriminator Loss: 0.5541... Generator Loss: 2.2520 Epoch 1/1... Step 1930 Discriminator Loss: 0.6530... Generator Loss: 1.8291 Epoch 1/1... Step 1940 Discriminator Loss: 0.5012... Generator Loss: 2.9912 Epoch 1/1... Step 1950 Discriminator Loss: 0.7043... Generator Loss: 2.3594 Epoch 1/1... Step 1960 Discriminator Loss: 0.9523... Generator Loss: 1.2062 Epoch 1/1... Step 1970 Discriminator Loss: 0.7691... Generator Loss: 1.5295 Epoch 1/1... Step 1980 Discriminator Loss: 0.6120... Generator Loss: 2.0492 Epoch 1/1... Step 1990 Discriminator Loss: 0.6545... Generator Loss: 2.3460 Epoch 1/1... Step 2000 Discriminator Loss: 0.6624... Generator Loss: 3.0417
Epoch 1/1... Step 2010 Discriminator Loss: 0.6078... Generator Loss: 2.3587 Epoch 1/1... Step 2020 Discriminator Loss: 0.6465... Generator Loss: 1.7888 Epoch 1/1... Step 2030 Discriminator Loss: 0.7046... Generator Loss: 1.6253 Epoch 1/1... Step 2040 Discriminator Loss: 0.8131... Generator Loss: 1.4947 Epoch 1/1... Step 2050 Discriminator Loss: 0.5602... Generator Loss: 2.3352 Epoch 1/1... Step 2060 Discriminator Loss: 0.6804... Generator Loss: 1.8846 Epoch 1/1... Step 2070 Discriminator Loss: 0.7602... Generator Loss: 3.1386 Epoch 1/1... Step 2080 Discriminator Loss: 0.6561... Generator Loss: 1.9849 Epoch 1/1... Step 2090 Discriminator Loss: 0.7218... Generator Loss: 1.9982 Epoch 1/1... Step 2100 Discriminator Loss: 0.7005... Generator Loss: 2.1046
Epoch 1/1... Step 2110 Discriminator Loss: 0.6270... Generator Loss: 1.9984 Epoch 1/1... Step 2120 Discriminator Loss: 0.8596... Generator Loss: 1.2686 Epoch 1/1... Step 2130 Discriminator Loss: 0.7300... Generator Loss: 3.6513 Epoch 1/1... Step 2140 Discriminator Loss: 0.6800... Generator Loss: 1.9866 Epoch 1/1... Step 2150 Discriminator Loss: 0.6319... Generator Loss: 1.8223 Epoch 1/1... Step 2160 Discriminator Loss: 0.8224... Generator Loss: 1.1726 Epoch 1/1... Step 2170 Discriminator Loss: 0.6619... Generator Loss: 1.9022 Epoch 1/1... Step 2180 Discriminator Loss: 0.6426... Generator Loss: 1.8818 Epoch 1/1... Step 2190 Discriminator Loss: 0.6928... Generator Loss: 1.7354 Epoch 1/1... Step 2200 Discriminator Loss: 0.6451... Generator Loss: 1.7529
Epoch 1/1... Step 2210 Discriminator Loss: 0.6986... Generator Loss: 1.7391 Epoch 1/1... Step 2220 Discriminator Loss: 0.5524... Generator Loss: 2.8622 Epoch 1/1... Step 2230 Discriminator Loss: 1.2202... Generator Loss: 0.7852 Epoch 1/1... Step 2240 Discriminator Loss: 0.6397... Generator Loss: 2.8418 Epoch 1/1... Step 2250 Discriminator Loss: 0.9833... Generator Loss: 0.9943 Epoch 1/1... Step 2260 Discriminator Loss: 0.7163... Generator Loss: 1.9395 Epoch 1/1... Step 2270 Discriminator Loss: 0.8189... Generator Loss: 1.4374 Epoch 1/1... Step 2280 Discriminator Loss: 1.1187... Generator Loss: 0.8739 Epoch 1/1... Step 2290 Discriminator Loss: 1.0141... Generator Loss: 1.1502 Epoch 1/1... Step 2300 Discriminator Loss: 0.6498... Generator Loss: 1.8344
Epoch 1/1... Step 2310 Discriminator Loss: 0.7229... Generator Loss: 1.8993 Epoch 1/1... Step 2320 Discriminator Loss: 0.6909... Generator Loss: 2.0243 Epoch 1/1... Step 2330 Discriminator Loss: 1.0537... Generator Loss: 0.9925 Epoch 1/1... Step 2340 Discriminator Loss: 0.6496... Generator Loss: 1.9559 Epoch 1/1... Step 2350 Discriminator Loss: 0.8259... Generator Loss: 1.2968 Epoch 1/1... Step 2360 Discriminator Loss: 0.8488... Generator Loss: 1.2746 Epoch 1/1... Step 2370 Discriminator Loss: 0.6403... Generator Loss: 2.3918 Epoch 1/1... Step 2380 Discriminator Loss: 0.6281... Generator Loss: 2.6544 Epoch 1/1... Step 2390 Discriminator Loss: 0.7161... Generator Loss: 1.6132 Epoch 1/1... Step 2400 Discriminator Loss: 0.6037... Generator Loss: 2.5974
Epoch 1/1... Step 2410 Discriminator Loss: 0.6534... Generator Loss: 2.4843 Epoch 1/1... Step 2420 Discriminator Loss: 0.7022... Generator Loss: 2.9032 Epoch 1/1... Step 2430 Discriminator Loss: 0.6865... Generator Loss: 1.5841 Epoch 1/1... Step 2440 Discriminator Loss: 0.7078... Generator Loss: 1.7205 Epoch 1/1... Step 2450 Discriminator Loss: 0.5597... Generator Loss: 2.6473 Epoch 1/1... Step 2460 Discriminator Loss: 0.8585... Generator Loss: 1.3484 Epoch 1/1... Step 2470 Discriminator Loss: 0.8098... Generator Loss: 1.3159 Epoch 1/1... Step 2480 Discriminator Loss: 0.6610... Generator Loss: 1.9511 Epoch 1/1... Step 2490 Discriminator Loss: 0.8279... Generator Loss: 1.4402 Epoch 1/1... Step 2500 Discriminator Loss: 0.7293... Generator Loss: 1.9432
Epoch 1/1... Step 2510 Discriminator Loss: 0.6007... Generator Loss: 2.9385 Epoch 1/1... Step 2520 Discriminator Loss: 0.6429... Generator Loss: 1.8857 Epoch 1/1... Step 2530 Discriminator Loss: 0.7376... Generator Loss: 3.0298 Epoch 1/1... Step 2540 Discriminator Loss: 0.7920... Generator Loss: 1.5302 Epoch 1/1... Step 2550 Discriminator Loss: 1.0166... Generator Loss: 1.0323 Epoch 1/1... Step 2560 Discriminator Loss: 0.7911... Generator Loss: 1.7699 Epoch 1/1... Step 2570 Discriminator Loss: 0.6985... Generator Loss: 2.9602 Epoch 1/1... Step 2580 Discriminator Loss: 0.6398... Generator Loss: 2.7291 Epoch 1/1... Step 2590 Discriminator Loss: 0.8647... Generator Loss: 1.2601 Epoch 1/1... Step 2600 Discriminator Loss: 0.7334... Generator Loss: 1.5827
Epoch 1/1... Step 2610 Discriminator Loss: 0.7214... Generator Loss: 2.4152 Epoch 1/1... Step 2620 Discriminator Loss: 0.7515... Generator Loss: 2.2821 Epoch 1/1... Step 2630 Discriminator Loss: 0.7782... Generator Loss: 1.7776 Epoch 1/1... Step 2640 Discriminator Loss: 0.7471... Generator Loss: 2.6738 Epoch 1/1... Step 2650 Discriminator Loss: 0.6097... Generator Loss: 2.6290 Epoch 1/1... Step 2660 Discriminator Loss: 0.6659... Generator Loss: 1.8510 Epoch 1/1... Step 2670 Discriminator Loss: 0.7452... Generator Loss: 1.5672 Epoch 1/1... Step 2680 Discriminator Loss: 0.7806... Generator Loss: 1.5002 Epoch 1/1... Step 2690 Discriminator Loss: 0.8315... Generator Loss: 1.4562 Epoch 1/1... Step 2700 Discriminator Loss: 0.8778... Generator Loss: 1.1411
Epoch 1/1... Step 2710 Discriminator Loss: 0.8055... Generator Loss: 2.2042 Epoch 1/1... Step 2720 Discriminator Loss: 0.7098... Generator Loss: 1.8869 Epoch 1/1... Step 2730 Discriminator Loss: 0.8627... Generator Loss: 1.1992 Epoch 1/1... Step 2740 Discriminator Loss: 0.8074... Generator Loss: 1.2967 Epoch 1/1... Step 2750 Discriminator Loss: 0.7956... Generator Loss: 1.2792 Epoch 1/1... Step 2760 Discriminator Loss: 0.9381... Generator Loss: 1.1027 Epoch 1/1... Step 2770 Discriminator Loss: 0.9879... Generator Loss: 2.6781 Epoch 1/1... Step 2780 Discriminator Loss: 0.8775... Generator Loss: 1.2254 Epoch 1/1... Step 2790 Discriminator Loss: 0.7446... Generator Loss: 2.6180 Epoch 1/1... Step 2800 Discriminator Loss: 0.6682... Generator Loss: 1.7580
Epoch 1/1... Step 2810 Discriminator Loss: 0.7383... Generator Loss: 1.5503 Epoch 1/1... Step 2820 Discriminator Loss: 0.8053... Generator Loss: 1.2249 Epoch 1/1... Step 2830 Discriminator Loss: 0.6627... Generator Loss: 1.8233 Epoch 1/1... Step 2840 Discriminator Loss: 0.7190... Generator Loss: 1.4546 Epoch 1/1... Step 2850 Discriminator Loss: 0.7784... Generator Loss: 2.5996 Epoch 1/1... Step 2860 Discriminator Loss: 0.6771... Generator Loss: 1.7077 Epoch 1/1... Step 2870 Discriminator Loss: 1.1539... Generator Loss: 0.7342 Epoch 1/1... Step 2880 Discriminator Loss: 0.7054... Generator Loss: 1.7694 Epoch 1/1... Step 2890 Discriminator Loss: 0.7924... Generator Loss: 1.2948 Epoch 1/1... Step 2900 Discriminator Loss: 0.7088... Generator Loss: 1.4716
Epoch 1/1... Step 2910 Discriminator Loss: 0.6848... Generator Loss: 2.2025 Epoch 1/1... Step 2920 Discriminator Loss: 0.8320... Generator Loss: 1.2737 Epoch 1/1... Step 2930 Discriminator Loss: 0.7946... Generator Loss: 1.4476 Epoch 1/1... Step 2940 Discriminator Loss: 0.6279... Generator Loss: 2.0684 Epoch 1/1... Step 2950 Discriminator Loss: 0.6082... Generator Loss: 2.1174 Epoch 1/1... Step 2960 Discriminator Loss: 1.2016... Generator Loss: 3.2278 Epoch 1/1... Step 2970 Discriminator Loss: 0.7835... Generator Loss: 1.4532 Epoch 1/1... Step 2980 Discriminator Loss: 0.8829... Generator Loss: 1.4863 Epoch 1/1... Step 2990 Discriminator Loss: 0.7041... Generator Loss: 2.8258 Epoch 1/1... Step 3000 Discriminator Loss: 1.1661... Generator Loss: 0.7459
Epoch 1/1... Step 3010 Discriminator Loss: 0.7173... Generator Loss: 2.4158 Epoch 1/1... Step 3020 Discriminator Loss: 0.7056... Generator Loss: 2.1028 Epoch 1/1... Step 3030 Discriminator Loss: 0.6381... Generator Loss: 2.0174 Epoch 1/1... Step 3040 Discriminator Loss: 0.8430... Generator Loss: 1.3051 Epoch 1/1... Step 3050 Discriminator Loss: 0.6866... Generator Loss: 1.6719 Epoch 1/1... Step 3060 Discriminator Loss: 0.7943... Generator Loss: 1.4331 Epoch 1/1... Step 3070 Discriminator Loss: 0.7783... Generator Loss: 1.4532 Epoch 1/1... Step 3080 Discriminator Loss: 0.6524... Generator Loss: 1.6255 Epoch 1/1... Step 3090 Discriminator Loss: 0.9776... Generator Loss: 1.0842 Epoch 1/1... Step 3100 Discriminator Loss: 0.7649... Generator Loss: 1.8288
Epoch 1/1... Step 3110 Discriminator Loss: 0.7972... Generator Loss: 1.4430 Epoch 1/1... Step 3120 Discriminator Loss: 0.9166... Generator Loss: 1.0388 Epoch 1/1... Step 3130 Discriminator Loss: 0.7695... Generator Loss: 1.9609 Epoch 1/1... Step 3140 Discriminator Loss: 0.8776... Generator Loss: 1.3832 Epoch 1/1... Step 3150 Discriminator Loss: 0.8173... Generator Loss: 1.3192 Epoch 1/1... Step 3160 Discriminator Loss: 0.9267... Generator Loss: 1.0900 Epoch 1/1... Step 3170 Discriminator Loss: 0.9243... Generator Loss: 1.0890 Epoch 1/1... Step 3180 Discriminator Loss: 0.8722... Generator Loss: 2.4725 Epoch 1/1... Step 3190 Discriminator Loss: 0.6507... Generator Loss: 1.7949 Epoch 1/1... Step 3200 Discriminator Loss: 0.9310... Generator Loss: 1.1958
Epoch 1/1... Step 3210 Discriminator Loss: 0.7191... Generator Loss: 1.6385 Epoch 1/1... Step 3220 Discriminator Loss: 0.7339... Generator Loss: 1.8872 Epoch 1/1... Step 3230 Discriminator Loss: 0.6752... Generator Loss: 1.8671 Epoch 1/1... Step 3240 Discriminator Loss: 0.6452... Generator Loss: 1.9229 Epoch 1/1... Step 3250 Discriminator Loss: 0.8685... Generator Loss: 3.4343 Epoch 1/1... Step 3260 Discriminator Loss: 0.9381... Generator Loss: 1.0594 Epoch 1/1... Step 3270 Discriminator Loss: 0.7010... Generator Loss: 1.6569 Epoch 1/1... Step 3280 Discriminator Loss: 0.8769... Generator Loss: 1.1525 Epoch 1/1... Step 3290 Discriminator Loss: 0.7675... Generator Loss: 1.3947 Epoch 1/1... Step 3300 Discriminator Loss: 0.6953... Generator Loss: 1.7227
Epoch 1/1... Step 3310 Discriminator Loss: 0.6779... Generator Loss: 1.8075 Epoch 1/1... Step 3320 Discriminator Loss: 0.8144... Generator Loss: 2.0465 Epoch 1/1... Step 3330 Discriminator Loss: 0.6266... Generator Loss: 1.8389 Epoch 1/1... Step 3340 Discriminator Loss: 0.7467... Generator Loss: 1.4890 Epoch 1/1... Step 3350 Discriminator Loss: 0.7416... Generator Loss: 1.7389 Epoch 1/1... Step 3360 Discriminator Loss: 0.5552... Generator Loss: 2.2382 Epoch 1/1... Step 3370 Discriminator Loss: 0.7606... Generator Loss: 1.4423 Epoch 1/1... Step 3380 Discriminator Loss: 0.6303... Generator Loss: 2.2943 Epoch 1/1... Step 3390 Discriminator Loss: 0.6408... Generator Loss: 1.8978 Epoch 1/1... Step 3400 Discriminator Loss: 0.7835... Generator Loss: 1.4072
Epoch 1/1... Step 3410 Discriminator Loss: 0.6141... Generator Loss: 1.8779 Epoch 1/1... Step 3420 Discriminator Loss: 0.6418... Generator Loss: 2.6412 Epoch 1/1... Step 3430 Discriminator Loss: 0.6069... Generator Loss: 2.3486 Epoch 1/1... Step 3440 Discriminator Loss: 0.6364... Generator Loss: 1.9142 Epoch 1/1... Step 3450 Discriminator Loss: 1.0712... Generator Loss: 0.9841 Epoch 1/1... Step 3460 Discriminator Loss: 0.9126... Generator Loss: 1.5425 Epoch 1/1... Step 3470 Discriminator Loss: 0.7545... Generator Loss: 1.5769 Epoch 1/1... Step 3480 Discriminator Loss: 0.8917... Generator Loss: 1.1957 Epoch 1/1... Step 3490 Discriminator Loss: 0.6990... Generator Loss: 1.7952 Epoch 1/1... Step 3500 Discriminator Loss: 0.7827... Generator Loss: 1.4859
Epoch 1/1... Step 3510 Discriminator Loss: 0.7154... Generator Loss: 2.2945 Epoch 1/1... Step 3520 Discriminator Loss: 0.8005... Generator Loss: 1.6754 Epoch 1/1... Step 3530 Discriminator Loss: 0.8045... Generator Loss: 1.5294 Epoch 1/1... Step 3540 Discriminator Loss: 0.9296... Generator Loss: 2.0684 Epoch 1/1... Step 3550 Discriminator Loss: 0.7279... Generator Loss: 1.6878 Epoch 1/1... Step 3560 Discriminator Loss: 0.8410... Generator Loss: 1.3068 Epoch 1/1... Step 3570 Discriminator Loss: 0.7980... Generator Loss: 1.7054 Epoch 1/1... Step 3580 Discriminator Loss: 0.8688... Generator Loss: 2.1593 Epoch 1/1... Step 3590 Discriminator Loss: 0.7223... Generator Loss: 1.6321 Epoch 1/1... Step 3600 Discriminator Loss: 0.6163... Generator Loss: 2.0287
Epoch 1/1... Step 3610 Discriminator Loss: 1.0757... Generator Loss: 0.9926 Epoch 1/1... Step 3620 Discriminator Loss: 0.9892... Generator Loss: 0.9731 Epoch 1/1... Step 3630 Discriminator Loss: 0.8934... Generator Loss: 1.2568 Epoch 1/1... Step 3640 Discriminator Loss: 0.9114... Generator Loss: 1.8027 Epoch 1/1... Step 3650 Discriminator Loss: 0.7765... Generator Loss: 2.1694 Epoch 1/1... Step 3660 Discriminator Loss: 0.6619... Generator Loss: 2.3560 Epoch 1/1... Step 3670 Discriminator Loss: 0.7438... Generator Loss: 1.6750 Epoch 1/1... Step 3680 Discriminator Loss: 0.7683... Generator Loss: 1.5490 Epoch 1/1... Step 3690 Discriminator Loss: 0.7296... Generator Loss: 1.6550 Epoch 1/1... Step 3700 Discriminator Loss: 0.7568... Generator Loss: 2.1324
Epoch 1/1... Step 3710 Discriminator Loss: 0.7577... Generator Loss: 1.6441 Epoch 1/1... Step 3720 Discriminator Loss: 0.8583... Generator Loss: 1.3128 Epoch 1/1... Step 3730 Discriminator Loss: 0.7020... Generator Loss: 1.9264 Epoch 1/1... Step 3740 Discriminator Loss: 0.9320... Generator Loss: 0.9972 Epoch 1/1... Step 3750 Discriminator Loss: 0.6535... Generator Loss: 2.2604 Epoch 1/1... Step 3760 Discriminator Loss: 0.9617... Generator Loss: 1.1185 Epoch 1/1... Step 3770 Discriminator Loss: 0.9410... Generator Loss: 1.1047 Epoch 1/1... Step 3780 Discriminator Loss: 0.7922... Generator Loss: 1.3530 Epoch 1/1... Step 3790 Discriminator Loss: 0.8366... Generator Loss: 1.3228 Epoch 1/1... Step 3800 Discriminator Loss: 0.6369... Generator Loss: 2.0861
Epoch 1/1... Step 3810 Discriminator Loss: 0.7289... Generator Loss: 1.4515 Epoch 1/1... Step 3820 Discriminator Loss: 0.6626... Generator Loss: 1.6163 Epoch 1/1... Step 3830 Discriminator Loss: 0.6098... Generator Loss: 1.9740 Epoch 1/1... Step 3840 Discriminator Loss: 0.7870... Generator Loss: 1.3423 Epoch 1/1... Step 3850 Discriminator Loss: 0.7867... Generator Loss: 2.2921 Epoch 1/1... Step 3860 Discriminator Loss: 0.6767... Generator Loss: 1.7901 Epoch 1/1... Step 3870 Discriminator Loss: 0.8585... Generator Loss: 3.0558 Epoch 1/1... Step 3880 Discriminator Loss: 0.9248... Generator Loss: 1.5979 Epoch 1/1... Step 3890 Discriminator Loss: 0.6669... Generator Loss: 2.1901 Epoch 1/1... Step 3900 Discriminator Loss: 0.7088... Generator Loss: 1.4775
Epoch 1/1... Step 3910 Discriminator Loss: 0.9163... Generator Loss: 1.3632 Epoch 1/1... Step 3920 Discriminator Loss: 0.8755... Generator Loss: 1.3923 Epoch 1/1... Step 3930 Discriminator Loss: 0.7634... Generator Loss: 1.6452 Epoch 1/1... Step 3940 Discriminator Loss: 0.7562... Generator Loss: 1.9123 Epoch 1/1... Step 3950 Discriminator Loss: 0.7260... Generator Loss: 1.4689 Epoch 1/1... Step 3960 Discriminator Loss: 0.7057... Generator Loss: 2.1647 Epoch 1/1... Step 3970 Discriminator Loss: 0.6307... Generator Loss: 2.0311 Epoch 1/1... Step 3980 Discriminator Loss: 0.6841... Generator Loss: 1.7156 Epoch 1/1... Step 3990 Discriminator Loss: 1.1937... Generator Loss: 0.9276 Epoch 1/1... Step 4000 Discriminator Loss: 0.8655... Generator Loss: 1.4221
Epoch 1/1... Step 4010 Discriminator Loss: 0.7598... Generator Loss: 1.5436 Epoch 1/1... Step 4020 Discriminator Loss: 0.7260... Generator Loss: 1.8109 Epoch 1/1... Step 4030 Discriminator Loss: 0.8588... Generator Loss: 1.4239 Epoch 1/1... Step 4040 Discriminator Loss: 0.8915... Generator Loss: 1.1541 Epoch 1/1... Step 4050 Discriminator Loss: 0.8192... Generator Loss: 1.2760 Epoch 1/1... Step 4060 Discriminator Loss: 0.6684... Generator Loss: 1.9455 Epoch 1/1... Step 4070 Discriminator Loss: 0.7360... Generator Loss: 2.1701 Epoch 1/1... Step 4080 Discriminator Loss: 0.5786... Generator Loss: 1.9806 Epoch 1/1... Step 4090 Discriminator Loss: 0.7219... Generator Loss: 1.8396 Epoch 1/1... Step 4100 Discriminator Loss: 0.7050... Generator Loss: 1.6658
Epoch 1/1... Step 4110 Discriminator Loss: 0.8108... Generator Loss: 2.1661 Epoch 1/1... Step 4120 Discriminator Loss: 0.9384... Generator Loss: 1.1904 Epoch 1/1... Step 4130 Discriminator Loss: 0.7611... Generator Loss: 2.7167 Epoch 1/1... Step 4140 Discriminator Loss: 0.8181... Generator Loss: 1.3638 Epoch 1/1... Step 4150 Discriminator Loss: 0.9036... Generator Loss: 1.2958 Epoch 1/1... Step 4160 Discriminator Loss: 0.9962... Generator Loss: 2.8678 Epoch 1/1... Step 4170 Discriminator Loss: 0.8833... Generator Loss: 1.3861 Epoch 1/1... Step 4180 Discriminator Loss: 1.0830... Generator Loss: 0.8932 Epoch 1/1... Step 4190 Discriminator Loss: 0.7405... Generator Loss: 1.8863 Epoch 1/1... Step 4200 Discriminator Loss: 1.1616... Generator Loss: 0.8415
Epoch 1/1... Step 4210 Discriminator Loss: 0.6889... Generator Loss: 1.6158 Epoch 1/1... Step 4220 Discriminator Loss: 0.7273... Generator Loss: 1.5911 Epoch 1/1... Step 4230 Discriminator Loss: 0.7668... Generator Loss: 1.7180 Epoch 1/1... Step 4240 Discriminator Loss: 0.7098... Generator Loss: 1.9774 Epoch 1/1... Step 4250 Discriminator Loss: 1.0879... Generator Loss: 0.8599 Epoch 1/1... Step 4260 Discriminator Loss: 0.7877... Generator Loss: 1.8713 Epoch 1/1... Step 4270 Discriminator Loss: 0.9984... Generator Loss: 0.9433 Epoch 1/1... Step 4280 Discriminator Loss: 0.5500... Generator Loss: 2.6913 Epoch 1/1... Step 4290 Discriminator Loss: 0.7907... Generator Loss: 1.5764 Epoch 1/1... Step 4300 Discriminator Loss: 0.8640... Generator Loss: 1.1476
Epoch 1/1... Step 4310 Discriminator Loss: 0.7867... Generator Loss: 1.6237 Epoch 1/1... Step 4320 Discriminator Loss: 0.8512... Generator Loss: 1.3956 Epoch 1/1... Step 4330 Discriminator Loss: 0.7175... Generator Loss: 1.6552 Epoch 1/1... Step 4340 Discriminator Loss: 0.7308... Generator Loss: 1.6870 Epoch 1/1... Step 4350 Discriminator Loss: 0.7219... Generator Loss: 1.6877 Epoch 1/1... Step 4360 Discriminator Loss: 0.9163... Generator Loss: 1.2263 Epoch 1/1... Step 4370 Discriminator Loss: 0.9785... Generator Loss: 1.0309 Epoch 1/1... Step 4380 Discriminator Loss: 0.8902... Generator Loss: 1.1662 Epoch 1/1... Step 4390 Discriminator Loss: 1.1099... Generator Loss: 0.9031 Epoch 1/1... Step 4400 Discriminator Loss: 0.8926... Generator Loss: 1.1838
Epoch 1/1... Step 4410 Discriminator Loss: 1.1162... Generator Loss: 0.8590 Epoch 1/1... Step 4420 Discriminator Loss: 0.7565... Generator Loss: 2.7717 Epoch 1/1... Step 4430 Discriminator Loss: 0.6371... Generator Loss: 2.2234 Epoch 1/1... Step 4440 Discriminator Loss: 0.7325... Generator Loss: 1.6041 Epoch 1/1... Step 4450 Discriminator Loss: 0.7269... Generator Loss: 1.6120 Epoch 1/1... Step 4460 Discriminator Loss: 0.7463... Generator Loss: 1.8704 Epoch 1/1... Step 4470 Discriminator Loss: 0.8816... Generator Loss: 1.3670 Epoch 1/1... Step 4480 Discriminator Loss: 0.8234... Generator Loss: 1.5394 Epoch 1/1... Step 4490 Discriminator Loss: 0.9501... Generator Loss: 1.7756 Epoch 1/1... Step 4500 Discriminator Loss: 0.8817... Generator Loss: 1.1564
Epoch 1/1... Step 4510 Discriminator Loss: 0.8370... Generator Loss: 1.8308 Epoch 1/1... Step 4520 Discriminator Loss: 0.8396... Generator Loss: 1.4373 Epoch 1/1... Step 4530 Discriminator Loss: 0.7686... Generator Loss: 1.7075 Epoch 1/1... Step 4540 Discriminator Loss: 0.7748... Generator Loss: 1.4345 Epoch 1/1... Step 4550 Discriminator Loss: 0.7423... Generator Loss: 1.5289 Epoch 1/1... Step 4560 Discriminator Loss: 0.8615... Generator Loss: 1.3163 Epoch 1/1... Step 4570 Discriminator Loss: 0.7406... Generator Loss: 2.2472 Epoch 1/1... Step 4580 Discriminator Loss: 0.8368... Generator Loss: 1.3121 Epoch 1/1... Step 4590 Discriminator Loss: 0.7063... Generator Loss: 1.5864 Epoch 1/1... Step 4600 Discriminator Loss: 0.8228... Generator Loss: 1.7057
Epoch 1/1... Step 4610 Discriminator Loss: 0.8652... Generator Loss: 1.1544 Epoch 1/1... Step 4620 Discriminator Loss: 0.8981... Generator Loss: 1.5621 Epoch 1/1... Step 4630 Discriminator Loss: 0.5931... Generator Loss: 2.1815 Epoch 1/1... Step 4640 Discriminator Loss: 0.6949... Generator Loss: 1.8561 Epoch 1/1... Step 4650 Discriminator Loss: 0.8808... Generator Loss: 1.3670 Epoch 1/1... Step 4660 Discriminator Loss: 0.7631... Generator Loss: 2.1109 Epoch 1/1... Step 4670 Discriminator Loss: 0.7424... Generator Loss: 1.4772 Epoch 1/1... Step 4680 Discriminator Loss: 0.7644... Generator Loss: 1.8945 Epoch 1/1... Step 4690 Discriminator Loss: 0.6722... Generator Loss: 1.6699 Epoch 1/1... Step 4700 Discriminator Loss: 0.6264... Generator Loss: 2.1770
Epoch 1/1... Step 4710 Discriminator Loss: 0.8135... Generator Loss: 1.5085 Epoch 1/1... Step 4720 Discriminator Loss: 0.8102... Generator Loss: 1.3808 Epoch 1/1... Step 4730 Discriminator Loss: 0.7781... Generator Loss: 1.5746 Epoch 1/1... Step 4740 Discriminator Loss: 0.7621... Generator Loss: 1.4907 Epoch 1/1... Step 4750 Discriminator Loss: 0.6622... Generator Loss: 1.7566 Epoch 1/1... Step 4760 Discriminator Loss: 0.7685... Generator Loss: 1.5429 Epoch 1/1... Step 4770 Discriminator Loss: 0.7089... Generator Loss: 1.8539 Epoch 1/1... Step 4780 Discriminator Loss: 0.7948... Generator Loss: 1.2759 Epoch 1/1... Step 4790 Discriminator Loss: 0.7950... Generator Loss: 1.2551 Epoch 1/1... Step 4800 Discriminator Loss: 0.6286... Generator Loss: 1.7644
Epoch 1/1... Step 4810 Discriminator Loss: 0.8862... Generator Loss: 1.1802 Epoch 1/1... Step 4820 Discriminator Loss: 0.7700... Generator Loss: 2.5041 Epoch 1/1... Step 4830 Discriminator Loss: 0.8464... Generator Loss: 1.2956 Epoch 1/1... Step 4840 Discriminator Loss: 0.9048... Generator Loss: 1.0653 Epoch 1/1... Step 4850 Discriminator Loss: 0.6538... Generator Loss: 1.8555 Epoch 1/1... Step 4860 Discriminator Loss: 0.6974... Generator Loss: 2.1686 Epoch 1/1... Step 4870 Discriminator Loss: 0.9516... Generator Loss: 1.1154 Epoch 1/1... Step 4880 Discriminator Loss: 0.7343... Generator Loss: 1.7070 Epoch 1/1... Step 4890 Discriminator Loss: 0.7548... Generator Loss: 1.6067 Epoch 1/1... Step 4900 Discriminator Loss: 0.8741... Generator Loss: 1.2208
Epoch 1/1... Step 4910 Discriminator Loss: 0.8226... Generator Loss: 1.3040 Epoch 1/1... Step 4920 Discriminator Loss: 0.6764... Generator Loss: 1.8317 Epoch 1/1... Step 4930 Discriminator Loss: 0.7166... Generator Loss: 1.7160 Epoch 1/1... Step 4940 Discriminator Loss: 0.7628... Generator Loss: 1.9067 Epoch 1/1... Step 4950 Discriminator Loss: 0.6091... Generator Loss: 1.9888 Epoch 1/1... Step 4960 Discriminator Loss: 0.9085... Generator Loss: 1.0708 Epoch 1/1... Step 4970 Discriminator Loss: 1.0036... Generator Loss: 1.1994 Epoch 1/1... Step 4980 Discriminator Loss: 1.0217... Generator Loss: 0.8286 Epoch 1/1... Step 4990 Discriminator Loss: 0.9834... Generator Loss: 0.9767 Epoch 1/1... Step 5000 Discriminator Loss: 0.7142... Generator Loss: 1.8646
Epoch 1/1... Step 5010 Discriminator Loss: 0.9027... Generator Loss: 1.2113 Epoch 1/1... Step 5020 Discriminator Loss: 1.3228... Generator Loss: 0.6568 Epoch 1/1... Step 5030 Discriminator Loss: 0.6296... Generator Loss: 1.8514 Epoch 1/1... Step 5040 Discriminator Loss: 0.9099... Generator Loss: 1.4133 Epoch 1/1... Step 5050 Discriminator Loss: 0.7502... Generator Loss: 1.5827 Epoch 1/1... Step 5060 Discriminator Loss: 0.7969... Generator Loss: 1.3501 Epoch 1/1... Step 5070 Discriminator Loss: 0.6652... Generator Loss: 1.8047 Epoch 1/1... Step 5080 Discriminator Loss: 0.8351... Generator Loss: 1.3810 Epoch 1/1... Step 5090 Discriminator Loss: 1.0187... Generator Loss: 0.9732 Epoch 1/1... Step 5100 Discriminator Loss: 0.8009... Generator Loss: 1.3223
Epoch 1/1... Step 5110 Discriminator Loss: 1.2416... Generator Loss: 0.7450 Epoch 1/1... Step 5120 Discriminator Loss: 0.6488... Generator Loss: 1.9945 Epoch 1/1... Step 5130 Discriminator Loss: 1.0707... Generator Loss: 0.8576 Epoch 1/1... Step 5140 Discriminator Loss: 0.9050... Generator Loss: 1.3742 Epoch 1/1... Step 5150 Discriminator Loss: 0.8937... Generator Loss: 1.2348 Epoch 1/1... Step 5160 Discriminator Loss: 0.6466... Generator Loss: 1.8221 Epoch 1/1... Step 5170 Discriminator Loss: 0.7272... Generator Loss: 1.6389 Epoch 1/1... Step 5180 Discriminator Loss: 0.6349... Generator Loss: 1.9508 Epoch 1/1... Step 5190 Discriminator Loss: 0.7544... Generator Loss: 1.4420 Epoch 1/1... Step 5200 Discriminator Loss: 0.7107... Generator Loss: 1.3799
Epoch 1/1... Step 5210 Discriminator Loss: 0.7490... Generator Loss: 1.6911 Epoch 1/1... Step 5220 Discriminator Loss: 0.8641... Generator Loss: 1.2245 Epoch 1/1... Step 5230 Discriminator Loss: 1.1906... Generator Loss: 0.7328 Epoch 1/1... Step 5240 Discriminator Loss: 1.0315... Generator Loss: 2.8510 Epoch 1/1... Step 5250 Discriminator Loss: 0.8283... Generator Loss: 1.4822 Epoch 1/1... Step 5260 Discriminator Loss: 0.8898... Generator Loss: 1.0901 Epoch 1/1... Step 5270 Discriminator Loss: 0.6737... Generator Loss: 1.6377 Epoch 1/1... Step 5280 Discriminator Loss: 0.8717... Generator Loss: 1.3363 Epoch 1/1... Step 5290 Discriminator Loss: 0.7194... Generator Loss: 2.2584 Epoch 1/1... Step 5300 Discriminator Loss: 0.6917... Generator Loss: 1.5299
Epoch 1/1... Step 5310 Discriminator Loss: 0.9157... Generator Loss: 1.5930 Epoch 1/1... Step 5320 Discriminator Loss: 0.7581... Generator Loss: 1.7009 Epoch 1/1... Step 5330 Discriminator Loss: 0.7837... Generator Loss: 1.6181 Epoch 1/1... Step 5340 Discriminator Loss: 0.9011... Generator Loss: 1.1716 Epoch 1/1... Step 5350 Discriminator Loss: 0.8942... Generator Loss: 1.1347 Epoch 1/1... Step 5360 Discriminator Loss: 0.9673... Generator Loss: 1.0083 Epoch 1/1... Step 5370 Discriminator Loss: 0.7502... Generator Loss: 1.8476 Epoch 1/1... Step 5380 Discriminator Loss: 0.6889... Generator Loss: 2.2358 Epoch 1/1... Step 5390 Discriminator Loss: 0.7564... Generator Loss: 1.7773 Epoch 1/1... Step 5400 Discriminator Loss: 0.6695... Generator Loss: 1.7651
Epoch 1/1... Step 5410 Discriminator Loss: 0.7129... Generator Loss: 1.7607 Epoch 1/1... Step 5420 Discriminator Loss: 0.6624... Generator Loss: 1.9819 Epoch 1/1... Step 5430 Discriminator Loss: 0.6405... Generator Loss: 1.7380 Epoch 1/1... Step 5440 Discriminator Loss: 0.6953... Generator Loss: 1.5893 Epoch 1/1... Step 5450 Discriminator Loss: 0.5150... Generator Loss: 2.4638 Epoch 1/1... Step 5460 Discriminator Loss: 1.5377... Generator Loss: 0.5886 Epoch 1/1... Step 5470 Discriminator Loss: 0.8495... Generator Loss: 1.2849 Epoch 1/1... Step 5480 Discriminator Loss: 0.7949... Generator Loss: 1.2582 Epoch 1/1... Step 5490 Discriminator Loss: 0.8060... Generator Loss: 1.9742 Epoch 1/1... Step 5500 Discriminator Loss: 0.8968... Generator Loss: 1.1420
Epoch 1/1... Step 5510 Discriminator Loss: 0.8453... Generator Loss: 1.5715 Epoch 1/1... Step 5520 Discriminator Loss: 0.8375... Generator Loss: 1.6428 Epoch 1/1... Step 5530 Discriminator Loss: 0.8855... Generator Loss: 1.2859 Epoch 1/1... Step 5540 Discriminator Loss: 0.7761... Generator Loss: 1.5172 Epoch 1/1... Step 5550 Discriminator Loss: 0.6784... Generator Loss: 2.0252 Epoch 1/1... Step 5560 Discriminator Loss: 0.6323... Generator Loss: 1.9228 Epoch 1/1... Step 5570 Discriminator Loss: 0.7045... Generator Loss: 1.7389 Epoch 1/1... Step 5580 Discriminator Loss: 0.8320... Generator Loss: 2.1329 Epoch 1/1... Step 5590 Discriminator Loss: 0.8356... Generator Loss: 1.4909 Epoch 1/1... Step 5600 Discriminator Loss: 0.6737... Generator Loss: 1.9661
Epoch 1/1... Step 5610 Discriminator Loss: 0.9185... Generator Loss: 1.3423 Epoch 1/1... Step 5620 Discriminator Loss: 0.9562... Generator Loss: 1.0438 Epoch 1/1... Step 5630 Discriminator Loss: 0.7635... Generator Loss: 1.4251 Epoch 1/1... Step 5640 Discriminator Loss: 0.9646... Generator Loss: 0.9278 Epoch 1/1... Step 5650 Discriminator Loss: 0.7129... Generator Loss: 2.0401 Epoch 1/1... Step 5660 Discriminator Loss: 0.7168... Generator Loss: 2.0140 Epoch 1/1... Step 5670 Discriminator Loss: 0.7989... Generator Loss: 1.3824 Epoch 1/1... Step 5680 Discriminator Loss: 0.7988... Generator Loss: 1.4338 Epoch 1/1... Step 5690 Discriminator Loss: 0.7860... Generator Loss: 1.7074 Epoch 1/1... Step 5700 Discriminator Loss: 0.6914... Generator Loss: 1.6593
Epoch 1/1... Step 5710 Discriminator Loss: 0.7174... Generator Loss: 1.5699 Epoch 1/1... Step 5720 Discriminator Loss: 0.7816... Generator Loss: 1.5591 Epoch 1/1... Step 5730 Discriminator Loss: 0.9991... Generator Loss: 0.9297 Epoch 1/1... Step 5740 Discriminator Loss: 0.7429... Generator Loss: 1.7434 Epoch 1/1... Step 5750 Discriminator Loss: 0.8816... Generator Loss: 1.1548 Epoch 1/1... Step 5760 Discriminator Loss: 0.9320... Generator Loss: 1.2663 Epoch 1/1... Step 5770 Discriminator Loss: 0.8097... Generator Loss: 1.2610 Epoch 1/1... Step 5780 Discriminator Loss: 0.7009... Generator Loss: 1.5261 Epoch 1/1... Step 5790 Discriminator Loss: 0.7414... Generator Loss: 1.9287 Epoch 1/1... Step 5800 Discriminator Loss: 0.9089... Generator Loss: 1.0623
Epoch 1/1... Step 5810 Discriminator Loss: 0.8744... Generator Loss: 1.1558 Epoch 1/1... Step 5820 Discriminator Loss: 0.7948... Generator Loss: 1.4185 Epoch 1/1... Step 5830 Discriminator Loss: 0.7126... Generator Loss: 1.6545 Epoch 1/1... Step 5840 Discriminator Loss: 0.6145... Generator Loss: 2.7353 Epoch 1/1... Step 5850 Discriminator Loss: 0.9641... Generator Loss: 1.0613 Epoch 1/1... Step 5860 Discriminator Loss: 1.2092... Generator Loss: 0.7130 Epoch 1/1... Step 5870 Discriminator Loss: 0.8899... Generator Loss: 1.2128 Epoch 1/1... Step 5880 Discriminator Loss: 0.7400... Generator Loss: 1.8088 Epoch 1/1... Step 5890 Discriminator Loss: 1.0820... Generator Loss: 0.9698 Epoch 1/1... Step 5900 Discriminator Loss: 0.7250... Generator Loss: 1.7749
Epoch 1/1... Step 5910 Discriminator Loss: 0.7960... Generator Loss: 1.5027 Epoch 1/1... Step 5920 Discriminator Loss: 0.6658... Generator Loss: 1.7718 Epoch 1/1... Step 5930 Discriminator Loss: 0.6647... Generator Loss: 1.8622 Epoch 1/1... Step 5940 Discriminator Loss: 1.0483... Generator Loss: 1.7665 Epoch 1/1... Step 5950 Discriminator Loss: 0.9497... Generator Loss: 0.9865 Epoch 1/1... Step 5960 Discriminator Loss: 0.9081... Generator Loss: 1.1939 Epoch 1/1... Step 5970 Discriminator Loss: 0.7652... Generator Loss: 1.4054 Epoch 1/1... Step 5980 Discriminator Loss: 0.8012... Generator Loss: 1.4213 Epoch 1/1... Step 5990 Discriminator Loss: 1.1522... Generator Loss: 0.9981 Epoch 1/1... Step 6000 Discriminator Loss: 0.9785... Generator Loss: 0.9640
Epoch 1/1... Step 6010 Discriminator Loss: 0.9263... Generator Loss: 1.1430 Epoch 1/1... Step 6020 Discriminator Loss: 0.6463... Generator Loss: 2.0136 Epoch 1/1... Step 6030 Discriminator Loss: 0.8608... Generator Loss: 1.1367 Epoch 1/1... Step 6040 Discriminator Loss: 0.8473... Generator Loss: 1.3246 Epoch 1/1... Step 6050 Discriminator Loss: 0.8362... Generator Loss: 1.8130 Epoch 1/1... Step 6060 Discriminator Loss: 0.7685... Generator Loss: 1.6359 Epoch 1/1... Step 6070 Discriminator Loss: 0.8497... Generator Loss: 1.3753 Epoch 1/1... Step 6080 Discriminator Loss: 0.7511... Generator Loss: 1.6619 Epoch 1/1... Step 6090 Discriminator Loss: 1.1310... Generator Loss: 0.7966 Epoch 1/1... Step 6100 Discriminator Loss: 0.7711... Generator Loss: 1.5425
Epoch 1/1... Step 6110 Discriminator Loss: 0.9892... Generator Loss: 1.3757 Epoch 1/1... Step 6120 Discriminator Loss: 0.9137... Generator Loss: 1.6313 Epoch 1/1... Step 6130 Discriminator Loss: 0.7003... Generator Loss: 1.6651 Epoch 1/1... Step 6140 Discriminator Loss: 0.9540... Generator Loss: 1.0672 Epoch 1/1... Step 6150 Discriminator Loss: 0.8134... Generator Loss: 2.1526 Epoch 1/1... Step 6160 Discriminator Loss: 0.8327... Generator Loss: 1.5985 Epoch 1/1... Step 6170 Discriminator Loss: 0.9480... Generator Loss: 1.1728 Epoch 1/1... Step 6180 Discriminator Loss: 0.6700... Generator Loss: 1.8340 Epoch 1/1... Step 6190 Discriminator Loss: 0.7299... Generator Loss: 1.7326 Epoch 1/1... Step 6200 Discriminator Loss: 0.9177... Generator Loss: 1.1282
Epoch 1/1... Step 6210 Discriminator Loss: 0.7373... Generator Loss: 2.1935 Epoch 1/1... Step 6220 Discriminator Loss: 0.7243... Generator Loss: 1.8634 Epoch 1/1... Step 6230 Discriminator Loss: 0.8080... Generator Loss: 1.5174 Epoch 1/1... Step 6240 Discriminator Loss: 0.7923... Generator Loss: 1.2099 Epoch 1/1... Step 6250 Discriminator Loss: 0.8901... Generator Loss: 1.2503 Epoch 1/1... Step 6260 Discriminator Loss: 0.7987... Generator Loss: 1.4650 Epoch 1/1... Step 6270 Discriminator Loss: 0.8309... Generator Loss: 1.6751 Epoch 1/1... Step 6280 Discriminator Loss: 0.7726... Generator Loss: 1.5853 Epoch 1/1... Step 6290 Discriminator Loss: 1.0144... Generator Loss: 0.8602 Epoch 1/1... Step 6300 Discriminator Loss: 1.0316... Generator Loss: 0.9997
Epoch 1/1... Step 6310 Discriminator Loss: 0.8165... Generator Loss: 1.7498 Epoch 1/1... Step 6320 Discriminator Loss: 0.8722... Generator Loss: 1.0341 Epoch 1/1... Step 6330 Discriminator Loss: 0.6012... Generator Loss: 2.4520
Submitting This Project¶
When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.
In [53]:
batch_size = 32
z_dim = 50
learning_rate = 0.002
beta1 = 0.6
tf.reset_default_graph()
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 1
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/1... Step 10 Discriminator Loss: 0.4751... Generator Loss: 6.8451 Epoch 1/1... Step 20 Discriminator Loss: 0.7182... Generator Loss: 3.0610 Epoch 1/1... Step 30 Discriminator Loss: 0.4581... Generator Loss: 8.7348 Epoch 1/1... Step 40 Discriminator Loss: 0.4714... Generator Loss: 3.8618 Epoch 1/1... Step 50 Discriminator Loss: 0.4010... Generator Loss: 5.5858 Epoch 1/1... Step 60 Discriminator Loss: 0.4412... Generator Loss: 5.5269 Epoch 1/1... Step 70 Discriminator Loss: 2.7047... Generator Loss: 9.9643 Epoch 1/1... Step 80 Discriminator Loss: 2.0763... Generator Loss: 0.3350 Epoch 1/1... Step 90 Discriminator Loss: 0.5098... Generator Loss: 3.5161 Epoch 1/1... Step 100 Discriminator Loss: 0.8454... Generator Loss: 1.7404
Epoch 1/1... Step 110 Discriminator Loss: 0.4747... Generator Loss: 2.8141 Epoch 1/1... Step 120 Discriminator Loss: 0.5965... Generator Loss: 1.9874 Epoch 1/1... Step 130 Discriminator Loss: 1.9459... Generator Loss: 5.0220 Epoch 1/1... Step 140 Discriminator Loss: 0.4642... Generator Loss: 2.7072 Epoch 1/1... Step 150 Discriminator Loss: 0.6128... Generator Loss: 2.0121 Epoch 1/1... Step 160 Discriminator Loss: 0.5790... Generator Loss: 1.7926 Epoch 1/1... Step 170 Discriminator Loss: 1.0272... Generator Loss: 1.5407 Epoch 1/1... Step 180 Discriminator Loss: 0.8359... Generator Loss: 2.2559 Epoch 1/1... Step 190 Discriminator Loss: 0.7145... Generator Loss: 1.7759 Epoch 1/1... Step 200 Discriminator Loss: 0.7747... Generator Loss: 3.0376
Epoch 1/1... Step 210 Discriminator Loss: 0.9538... Generator Loss: 1.5580 Epoch 1/1... Step 220 Discriminator Loss: 0.7463... Generator Loss: 1.9705 Epoch 1/1... Step 230 Discriminator Loss: 3.3842... Generator Loss: 6.2051 Epoch 1/1... Step 240 Discriminator Loss: 1.3305... Generator Loss: 2.0258 Epoch 1/1... Step 250 Discriminator Loss: 1.0121... Generator Loss: 1.0940 Epoch 1/1... Step 260 Discriminator Loss: 1.0829... Generator Loss: 1.9905 Epoch 1/1... Step 270 Discriminator Loss: 0.8542... Generator Loss: 1.1404 Epoch 1/1... Step 280 Discriminator Loss: 0.9257... Generator Loss: 1.2563 Epoch 1/1... Step 290 Discriminator Loss: 1.5454... Generator Loss: 2.5211 Epoch 1/1... Step 300 Discriminator Loss: 1.0667... Generator Loss: 1.4221
Epoch 1/1... Step 310 Discriminator Loss: 1.3367... Generator Loss: 3.4296 Epoch 1/1... Step 320 Discriminator Loss: 0.9095... Generator Loss: 1.9210 Epoch 1/1... Step 330 Discriminator Loss: 1.0318... Generator Loss: 1.1766 Epoch 1/1... Step 340 Discriminator Loss: 0.7087... Generator Loss: 1.7146 Epoch 1/1... Step 350 Discriminator Loss: 1.0208... Generator Loss: 1.2043 Epoch 1/1... Step 360 Discriminator Loss: 1.1539... Generator Loss: 1.0063 Epoch 1/1... Step 370 Discriminator Loss: 1.1188... Generator Loss: 2.5231 Epoch 1/1... Step 380 Discriminator Loss: 0.9846... Generator Loss: 1.6632 Epoch 1/1... Step 390 Discriminator Loss: 1.5633... Generator Loss: 0.4728 Epoch 1/1... Step 400 Discriminator Loss: 0.9163... Generator Loss: 1.2759
Epoch 1/1... Step 410 Discriminator Loss: 0.8375... Generator Loss: 1.1896 Epoch 1/1... Step 420 Discriminator Loss: 1.0121... Generator Loss: 1.9490 Epoch 1/1... Step 430 Discriminator Loss: 0.6884... Generator Loss: 1.8564 Epoch 1/1... Step 440 Discriminator Loss: 1.0092... Generator Loss: 1.8532 Epoch 1/1... Step 450 Discriminator Loss: 1.1895... Generator Loss: 0.7876 Epoch 1/1... Step 460 Discriminator Loss: 1.2966... Generator Loss: 0.6966 Epoch 1/1... Step 470 Discriminator Loss: 0.9652... Generator Loss: 1.0302 Epoch 1/1... Step 480 Discriminator Loss: 0.8312... Generator Loss: 2.2261 Epoch 1/1... Step 490 Discriminator Loss: 1.0263... Generator Loss: 0.9720 Epoch 1/1... Step 500 Discriminator Loss: 1.3405... Generator Loss: 0.7004
Epoch 1/1... Step 510 Discriminator Loss: 0.9466... Generator Loss: 1.7406 Epoch 1/1... Step 520 Discriminator Loss: 0.8024... Generator Loss: 1.6260 Epoch 1/1... Step 530 Discriminator Loss: 1.2090... Generator Loss: 1.7708 Epoch 1/1... Step 540 Discriminator Loss: 1.0203... Generator Loss: 0.8167 Epoch 1/1... Step 550 Discriminator Loss: 1.4911... Generator Loss: 3.1415 Epoch 1/1... Step 560 Discriminator Loss: 0.9230... Generator Loss: 1.3137 Epoch 1/1... Step 570 Discriminator Loss: 0.9419... Generator Loss: 1.9580 Epoch 1/1... Step 580 Discriminator Loss: 0.9214... Generator Loss: 1.9437 Epoch 1/1... Step 590 Discriminator Loss: 0.7710... Generator Loss: 1.3305 Epoch 1/1... Step 600 Discriminator Loss: 1.2061... Generator Loss: 0.7218
Epoch 1/1... Step 610 Discriminator Loss: 1.0368... Generator Loss: 0.8796 Epoch 1/1... Step 620 Discriminator Loss: 0.9217... Generator Loss: 1.4380 Epoch 1/1... Step 630 Discriminator Loss: 0.8673... Generator Loss: 1.3940 Epoch 1/1... Step 640 Discriminator Loss: 0.7798... Generator Loss: 1.4408 Epoch 1/1... Step 650 Discriminator Loss: 1.0679... Generator Loss: 1.0015 Epoch 1/1... Step 660 Discriminator Loss: 2.3382... Generator Loss: 3.4319 Epoch 1/1... Step 670 Discriminator Loss: 0.8819... Generator Loss: 1.8070 Epoch 1/1... Step 680 Discriminator Loss: 2.7316... Generator Loss: 0.1322 Epoch 1/1... Step 690 Discriminator Loss: 0.8611... Generator Loss: 1.6338 Epoch 1/1... Step 700 Discriminator Loss: 0.9705... Generator Loss: 1.2615
Epoch 1/1... Step 710 Discriminator Loss: 1.7143... Generator Loss: 0.3444 Epoch 1/1... Step 720 Discriminator Loss: 1.4471... Generator Loss: 2.6875 Epoch 1/1... Step 730 Discriminator Loss: 0.7835... Generator Loss: 1.2040 Epoch 1/1... Step 740 Discriminator Loss: 1.2865... Generator Loss: 2.1389 Epoch 1/1... Step 750 Discriminator Loss: 0.7944... Generator Loss: 1.5429 Epoch 1/1... Step 760 Discriminator Loss: 0.8125... Generator Loss: 1.7020 Epoch 1/1... Step 770 Discriminator Loss: 1.4862... Generator Loss: 0.6470 Epoch 1/1... Step 780 Discriminator Loss: 0.5623... Generator Loss: 1.8020 Epoch 1/1... Step 790 Discriminator Loss: 0.9743... Generator Loss: 2.0545 Epoch 1/1... Step 800 Discriminator Loss: 1.1521... Generator Loss: 0.7545
Epoch 1/1... Step 810 Discriminator Loss: 0.9379... Generator Loss: 1.8512 Epoch 1/1... Step 820 Discriminator Loss: 1.4611... Generator Loss: 0.4952 Epoch 1/1... Step 830 Discriminator Loss: 0.9518... Generator Loss: 1.1347 Epoch 1/1... Step 840 Discriminator Loss: 1.1962... Generator Loss: 0.7659 Epoch 1/1... Step 850 Discriminator Loss: 1.0797... Generator Loss: 1.1332 Epoch 1/1... Step 860 Discriminator Loss: 0.9968... Generator Loss: 1.8329 Epoch 1/1... Step 870 Discriminator Loss: 1.1998... Generator Loss: 0.8950 Epoch 1/1... Step 880 Discriminator Loss: 0.7936... Generator Loss: 1.7313 Epoch 1/1... Step 890 Discriminator Loss: 1.0923... Generator Loss: 1.0336 Epoch 1/1... Step 900 Discriminator Loss: 1.2896... Generator Loss: 0.6637
Epoch 1/1... Step 910 Discriminator Loss: 0.8549... Generator Loss: 1.3125 Epoch 1/1... Step 920 Discriminator Loss: 0.7457... Generator Loss: 1.7680 Epoch 1/1... Step 930 Discriminator Loss: 1.0599... Generator Loss: 1.7264 Epoch 1/1... Step 940 Discriminator Loss: 0.9134... Generator Loss: 1.2859 Epoch 1/1... Step 950 Discriminator Loss: 0.9916... Generator Loss: 1.5012 Epoch 1/1... Step 960 Discriminator Loss: 1.2665... Generator Loss: 0.8900 Epoch 1/1... Step 970 Discriminator Loss: 1.8702... Generator Loss: 0.5082 Epoch 1/1... Step 980 Discriminator Loss: 0.7274... Generator Loss: 1.9043 Epoch 1/1... Step 990 Discriminator Loss: 0.8207... Generator Loss: 1.6153 Epoch 1/1... Step 1000 Discriminator Loss: 0.9216... Generator Loss: 2.0684
Epoch 1/1... Step 1010 Discriminator Loss: 1.2020... Generator Loss: 2.8315 Epoch 1/1... Step 1020 Discriminator Loss: 1.0349... Generator Loss: 1.5188 Epoch 1/1... Step 1030 Discriminator Loss: 1.0311... Generator Loss: 0.9346 Epoch 1/1... Step 1040 Discriminator Loss: 0.9221... Generator Loss: 1.1897 Epoch 1/1... Step 1050 Discriminator Loss: 1.2944... Generator Loss: 1.8035 Epoch 1/1... Step 1060 Discriminator Loss: 0.8052... Generator Loss: 1.9778 Epoch 1/1... Step 1070 Discriminator Loss: 0.9149... Generator Loss: 1.2996 Epoch 1/1... Step 1080 Discriminator Loss: 1.8026... Generator Loss: 0.3212 Epoch 1/1... Step 1090 Discriminator Loss: 1.5764... Generator Loss: 0.4376 Epoch 1/1... Step 1100 Discriminator Loss: 0.9909... Generator Loss: 1.2410
Epoch 1/1... Step 1110 Discriminator Loss: 0.8857... Generator Loss: 1.5241 Epoch 1/1... Step 1120 Discriminator Loss: 1.4880... Generator Loss: 1.8371 Epoch 1/1... Step 1130 Discriminator Loss: 0.8714... Generator Loss: 1.4928 Epoch 1/1... Step 1140 Discriminator Loss: 0.9891... Generator Loss: 0.9206 Epoch 1/1... Step 1150 Discriminator Loss: 0.9387... Generator Loss: 1.7119 Epoch 1/1... Step 1160 Discriminator Loss: 0.7201... Generator Loss: 1.7093 Epoch 1/1... Step 1170 Discriminator Loss: 0.8124... Generator Loss: 1.1611 Epoch 1/1... Step 1180 Discriminator Loss: 1.1629... Generator Loss: 0.8635 Epoch 1/1... Step 1190 Discriminator Loss: 0.7889... Generator Loss: 1.5177 Epoch 1/1... Step 1200 Discriminator Loss: 1.0508... Generator Loss: 1.5613
Epoch 1/1... Step 1210 Discriminator Loss: 1.2888... Generator Loss: 0.8815 Epoch 1/1... Step 1220 Discriminator Loss: 0.9166... Generator Loss: 1.5111 Epoch 1/1... Step 1230 Discriminator Loss: 0.8929... Generator Loss: 1.0672 Epoch 1/1... Step 1240 Discriminator Loss: 0.5726... Generator Loss: 2.7357 Epoch 1/1... Step 1250 Discriminator Loss: 1.1709... Generator Loss: 0.9732 Epoch 1/1... Step 1260 Discriminator Loss: 0.8487... Generator Loss: 1.1819 Epoch 1/1... Step 1270 Discriminator Loss: 1.0666... Generator Loss: 0.9414 Epoch 1/1... Step 1280 Discriminator Loss: 1.0890... Generator Loss: 2.5855 Epoch 1/1... Step 1290 Discriminator Loss: 0.8825... Generator Loss: 1.5754 Epoch 1/1... Step 1300 Discriminator Loss: 0.8195... Generator Loss: 2.1399
Epoch 1/1... Step 1310 Discriminator Loss: 1.0129... Generator Loss: 1.6197 Epoch 1/1... Step 1320 Discriminator Loss: 1.0538... Generator Loss: 0.7972 Epoch 1/1... Step 1330 Discriminator Loss: 0.6749... Generator Loss: 1.7257 Epoch 1/1... Step 1340 Discriminator Loss: 1.2390... Generator Loss: 0.7900 Epoch 1/1... Step 1350 Discriminator Loss: 0.9340... Generator Loss: 1.1005 Epoch 1/1... Step 1360 Discriminator Loss: 1.0383... Generator Loss: 1.5398 Epoch 1/1... Step 1370 Discriminator Loss: 1.1666... Generator Loss: 1.1731 Epoch 1/1... Step 1380 Discriminator Loss: 0.8329... Generator Loss: 1.6220 Epoch 1/1... Step 1390 Discriminator Loss: 1.3377... Generator Loss: 0.6816 Epoch 1/1... Step 1400 Discriminator Loss: 0.9736... Generator Loss: 1.7232
Epoch 1/1... Step 1410 Discriminator Loss: 0.9983... Generator Loss: 1.6900 Epoch 1/1... Step 1420 Discriminator Loss: 0.8873... Generator Loss: 1.5680 Epoch 1/1... Step 1430 Discriminator Loss: 0.8284... Generator Loss: 1.6587 Epoch 1/1... Step 1440 Discriminator Loss: 0.9209... Generator Loss: 1.5846 Epoch 1/1... Step 1450 Discriminator Loss: 0.7178... Generator Loss: 1.5082 Epoch 1/1... Step 1460 Discriminator Loss: 1.0390... Generator Loss: 1.0491 Epoch 1/1... Step 1470 Discriminator Loss: 0.9830... Generator Loss: 2.4193 Epoch 1/1... Step 1480 Discriminator Loss: 0.7108... Generator Loss: 1.4933 Epoch 1/1... Step 1490 Discriminator Loss: 0.5880... Generator Loss: 1.6839 Epoch 1/1... Step 1500 Discriminator Loss: 1.1077... Generator Loss: 2.2461
Epoch 1/1... Step 1510 Discriminator Loss: 0.9278... Generator Loss: 1.0385 Epoch 1/1... Step 1520 Discriminator Loss: 0.8277... Generator Loss: 1.6465 Epoch 1/1... Step 1530 Discriminator Loss: 0.8620... Generator Loss: 1.2715 Epoch 1/1... Step 1540 Discriminator Loss: 0.8215... Generator Loss: 1.3928 Epoch 1/1... Step 1550 Discriminator Loss: 0.9235... Generator Loss: 2.4912 Epoch 1/1... Step 1560 Discriminator Loss: 1.0164... Generator Loss: 2.1962 Epoch 1/1... Step 1570 Discriminator Loss: 0.8540... Generator Loss: 1.5613 Epoch 1/1... Step 1580 Discriminator Loss: 0.9249... Generator Loss: 1.2516 Epoch 1/1... Step 1590 Discriminator Loss: 1.0386... Generator Loss: 0.8635 Epoch 1/1... Step 1600 Discriminator Loss: 1.1192... Generator Loss: 0.8850
Epoch 1/1... Step 1610 Discriminator Loss: 0.8158... Generator Loss: 1.4333 Epoch 1/1... Step 1620 Discriminator Loss: 1.2645... Generator Loss: 0.6255 Epoch 1/1... Step 1630 Discriminator Loss: 0.5644... Generator Loss: 1.9874 Epoch 1/1... Step 1640 Discriminator Loss: 1.2997... Generator Loss: 1.3804 Epoch 1/1... Step 1650 Discriminator Loss: 0.9203... Generator Loss: 1.0948 Epoch 1/1... Step 1660 Discriminator Loss: 1.1668... Generator Loss: 0.7418 Epoch 1/1... Step 1670 Discriminator Loss: 0.8818... Generator Loss: 2.8241 Epoch 1/1... Step 1680 Discriminator Loss: 0.9568... Generator Loss: 1.5195 Epoch 1/1... Step 1690 Discriminator Loss: 0.8868... Generator Loss: 2.2420 Epoch 1/1... Step 1700 Discriminator Loss: 1.0521... Generator Loss: 0.8836
Epoch 1/1... Step 1710 Discriminator Loss: 0.8415... Generator Loss: 1.8671 Epoch 1/1... Step 1720 Discriminator Loss: 0.7133... Generator Loss: 1.6540 Epoch 1/1... Step 1730 Discriminator Loss: 0.8695... Generator Loss: 1.3172 Epoch 1/1... Step 1740 Discriminator Loss: 1.2485... Generator Loss: 0.6694 Epoch 1/1... Step 1750 Discriminator Loss: 0.7715... Generator Loss: 1.7223 Epoch 1/1... Step 1760 Discriminator Loss: 1.1041... Generator Loss: 0.9755 Epoch 1/1... Step 1770 Discriminator Loss: 0.8512... Generator Loss: 2.3930 Epoch 1/1... Step 1780 Discriminator Loss: 1.0797... Generator Loss: 0.7646 Epoch 1/1... Step 1790 Discriminator Loss: 0.9219... Generator Loss: 2.3545 Epoch 1/1... Step 1800 Discriminator Loss: 0.9680... Generator Loss: 1.9134
Epoch 1/1... Step 1810 Discriminator Loss: 0.8610... Generator Loss: 1.1696 Epoch 1/1... Step 1820 Discriminator Loss: 1.0966... Generator Loss: 2.6323 Epoch 1/1... Step 1830 Discriminator Loss: 0.9546... Generator Loss: 1.2222 Epoch 1/1... Step 1840 Discriminator Loss: 1.0129... Generator Loss: 0.9272 Epoch 1/1... Step 1850 Discriminator Loss: 0.7578... Generator Loss: 1.8923 Epoch 1/1... Step 1860 Discriminator Loss: 0.8182... Generator Loss: 1.9063 Epoch 1/1... Step 1870 Discriminator Loss: 0.8660... Generator Loss: 1.3592 Epoch 1/1... Step 1880 Discriminator Loss: 0.8599... Generator Loss: 1.5423 Epoch 1/1... Step 1890 Discriminator Loss: 0.9213... Generator Loss: 1.0414 Epoch 1/1... Step 1900 Discriminator Loss: 0.6518... Generator Loss: 1.4894
Epoch 1/1... Step 1910 Discriminator Loss: 0.8819... Generator Loss: 1.5116 Epoch 1/1... Step 1920 Discriminator Loss: 0.9455... Generator Loss: 0.9813 Epoch 1/1... Step 1930 Discriminator Loss: 1.5790... Generator Loss: 2.4198 Epoch 1/1... Step 1940 Discriminator Loss: 1.0329... Generator Loss: 1.7182 Epoch 1/1... Step 1950 Discriminator Loss: 1.1630... Generator Loss: 0.8274 Epoch 1/1... Step 1960 Discriminator Loss: 1.1703... Generator Loss: 0.8384 Epoch 1/1... Step 1970 Discriminator Loss: 0.6645... Generator Loss: 1.6137 Epoch 1/1... Step 1980 Discriminator Loss: 1.0283... Generator Loss: 1.5702 Epoch 1/1... Step 1990 Discriminator Loss: 0.8234... Generator Loss: 1.1837 Epoch 1/1... Step 2000 Discriminator Loss: 0.8940... Generator Loss: 1.4739
Epoch 1/1... Step 2010 Discriminator Loss: 0.8360... Generator Loss: 1.3677 Epoch 1/1... Step 2020 Discriminator Loss: 1.2383... Generator Loss: 0.6973 Epoch 1/1... Step 2030 Discriminator Loss: 0.9518... Generator Loss: 1.7176 Epoch 1/1... Step 2040 Discriminator Loss: 0.7196... Generator Loss: 1.5993 Epoch 1/1... Step 2050 Discriminator Loss: 0.8669... Generator Loss: 2.0816 Epoch 1/1... Step 2060 Discriminator Loss: 0.9008... Generator Loss: 2.2324 Epoch 1/1... Step 2070 Discriminator Loss: 0.8667... Generator Loss: 1.5148 Epoch 1/1... Step 2080 Discriminator Loss: 0.8993... Generator Loss: 1.2915 Epoch 1/1... Step 2090 Discriminator Loss: 0.9782... Generator Loss: 1.0042 Epoch 1/1... Step 2100 Discriminator Loss: 0.9072... Generator Loss: 1.0396
Epoch 1/1... Step 2110 Discriminator Loss: 0.7432... Generator Loss: 1.4842 Epoch 1/1... Step 2120 Discriminator Loss: 1.0634... Generator Loss: 1.1133 Epoch 1/1... Step 2130 Discriminator Loss: 0.7867... Generator Loss: 1.5604 Epoch 1/1... Step 2140 Discriminator Loss: 0.8840... Generator Loss: 1.8271 Epoch 1/1... Step 2150 Discriminator Loss: 0.8862... Generator Loss: 1.3156 Epoch 1/1... Step 2160 Discriminator Loss: 0.9926... Generator Loss: 1.0420 Epoch 1/1... Step 2170 Discriminator Loss: 0.7721... Generator Loss: 1.4676 Epoch 1/1... Step 2180 Discriminator Loss: 0.9490... Generator Loss: 2.1190 Epoch 1/1... Step 2190 Discriminator Loss: 1.0941... Generator Loss: 0.7709 Epoch 1/1... Step 2200 Discriminator Loss: 0.9088... Generator Loss: 1.2408
Epoch 1/1... Step 2210 Discriminator Loss: 0.7644... Generator Loss: 1.3268 Epoch 1/1... Step 2220 Discriminator Loss: 1.0277... Generator Loss: 2.2079 Epoch 1/1... Step 2230 Discriminator Loss: 1.1544... Generator Loss: 0.7266 Epoch 1/1... Step 2240 Discriminator Loss: 0.8837... Generator Loss: 1.1354 Epoch 1/1... Step 2250 Discriminator Loss: 1.1496... Generator Loss: 0.7491 Epoch 1/1... Step 2260 Discriminator Loss: 0.9504... Generator Loss: 1.1540 Epoch 1/1... Step 2270 Discriminator Loss: 1.0244... Generator Loss: 0.8478 Epoch 1/1... Step 2280 Discriminator Loss: 0.8194... Generator Loss: 1.3016 Epoch 1/1... Step 2290 Discriminator Loss: 0.7525... Generator Loss: 1.6131 Epoch 1/1... Step 2300 Discriminator Loss: 1.0771... Generator Loss: 0.8842
Epoch 1/1... Step 2310 Discriminator Loss: 1.0009... Generator Loss: 2.0925 Epoch 1/1... Step 2320 Discriminator Loss: 0.9177... Generator Loss: 1.1965 Epoch 1/1... Step 2330 Discriminator Loss: 0.8553... Generator Loss: 1.2704 Epoch 1/1... Step 2340 Discriminator Loss: 0.9612... Generator Loss: 2.2861 Epoch 1/1... Step 2350 Discriminator Loss: 0.8159... Generator Loss: 1.4227 Epoch 1/1... Step 2360 Discriminator Loss: 1.0852... Generator Loss: 0.8161 Epoch 1/1... Step 2370 Discriminator Loss: 0.8841... Generator Loss: 1.3975 Epoch 1/1... Step 2380 Discriminator Loss: 0.8588... Generator Loss: 1.2785 Epoch 1/1... Step 2390 Discriminator Loss: 1.0702... Generator Loss: 1.0034 Epoch 1/1... Step 2400 Discriminator Loss: 0.8628... Generator Loss: 1.5205
Epoch 1/1... Step 2410 Discriminator Loss: 1.0057... Generator Loss: 0.9618 Epoch 1/1... Step 2420 Discriminator Loss: 0.7726... Generator Loss: 1.3765 Epoch 1/1... Step 2430 Discriminator Loss: 0.9090... Generator Loss: 1.1918 Epoch 1/1... Step 2440 Discriminator Loss: 1.1322... Generator Loss: 0.8342 Epoch 1/1... Step 2450 Discriminator Loss: 0.9894... Generator Loss: 1.0050 Epoch 1/1... Step 2460 Discriminator Loss: 1.0115... Generator Loss: 0.9325 Epoch 1/1... Step 2470 Discriminator Loss: 0.9762... Generator Loss: 1.0186 Epoch 1/1... Step 2480 Discriminator Loss: 0.7609... Generator Loss: 1.4645 Epoch 1/1... Step 2490 Discriminator Loss: 0.9123... Generator Loss: 1.2288 Epoch 1/1... Step 2500 Discriminator Loss: 1.0074... Generator Loss: 1.2989
Epoch 1/1... Step 2510 Discriminator Loss: 0.8089... Generator Loss: 1.5616 Epoch 1/1... Step 2520 Discriminator Loss: 0.9008... Generator Loss: 1.1517 Epoch 1/1... Step 2530 Discriminator Loss: 0.8586... Generator Loss: 1.5265 Epoch 1/1... Step 2540 Discriminator Loss: 1.0033... Generator Loss: 1.0072 Epoch 1/1... Step 2550 Discriminator Loss: 0.9639... Generator Loss: 1.5389 Epoch 1/1... Step 2560 Discriminator Loss: 0.8678... Generator Loss: 1.5027 Epoch 1/1... Step 2570 Discriminator Loss: 0.8192... Generator Loss: 1.8453 Epoch 1/1... Step 2580 Discriminator Loss: 0.8777... Generator Loss: 1.2655 Epoch 1/1... Step 2590 Discriminator Loss: 0.9097... Generator Loss: 1.3500 Epoch 1/1... Step 2600 Discriminator Loss: 0.9551... Generator Loss: 1.0019
Epoch 1/1... Step 2610 Discriminator Loss: 1.0910... Generator Loss: 0.9083 Epoch 1/1... Step 2620 Discriminator Loss: 0.8716... Generator Loss: 1.1882 Epoch 1/1... Step 2630 Discriminator Loss: 1.0055... Generator Loss: 2.0443 Epoch 1/1... Step 2640 Discriminator Loss: 0.8199... Generator Loss: 1.4327 Epoch 1/1... Step 2650 Discriminator Loss: 0.9349... Generator Loss: 1.0507 Epoch 1/1... Step 2660 Discriminator Loss: 0.7082... Generator Loss: 1.9179 Epoch 1/1... Step 2670 Discriminator Loss: 1.2757... Generator Loss: 2.1766 Epoch 1/1... Step 2680 Discriminator Loss: 0.8837... Generator Loss: 1.4105 Epoch 1/1... Step 2690 Discriminator Loss: 0.8899... Generator Loss: 1.3205 Epoch 1/1... Step 2700 Discriminator Loss: 0.9926... Generator Loss: 2.3370
Epoch 1/1... Step 2710 Discriminator Loss: 0.7279... Generator Loss: 1.5928 Epoch 1/1... Step 2720 Discriminator Loss: 1.0326... Generator Loss: 0.8746 Epoch 1/1... Step 2730 Discriminator Loss: 1.0537... Generator Loss: 0.8509 Epoch 1/1... Step 2740 Discriminator Loss: 0.9020... Generator Loss: 1.3487 Epoch 1/1... Step 2750 Discriminator Loss: 0.8929... Generator Loss: 1.4513 Epoch 1/1... Step 2760 Discriminator Loss: 0.8725... Generator Loss: 1.5736 Epoch 1/1... Step 2770 Discriminator Loss: 1.0051... Generator Loss: 1.0799 Epoch 1/1... Step 2780 Discriminator Loss: 1.4759... Generator Loss: 0.5295 Epoch 1/1... Step 2790 Discriminator Loss: 1.0031... Generator Loss: 1.5916 Epoch 1/1... Step 2800 Discriminator Loss: 1.1188... Generator Loss: 0.8102
Epoch 1/1... Step 2810 Discriminator Loss: 1.0642... Generator Loss: 0.9996 Epoch 1/1... Step 2820 Discriminator Loss: 1.1244... Generator Loss: 0.7861 Epoch 1/1... Step 2830 Discriminator Loss: 0.9307... Generator Loss: 1.1137 Epoch 1/1... Step 2840 Discriminator Loss: 1.0267... Generator Loss: 0.9641 Epoch 1/1... Step 2850 Discriminator Loss: 1.1267... Generator Loss: 2.5447 Epoch 1/1... Step 2860 Discriminator Loss: 0.8802... Generator Loss: 1.7931 Epoch 1/1... Step 2870 Discriminator Loss: 0.8654... Generator Loss: 1.6784 Epoch 1/1... Step 2880 Discriminator Loss: 0.8863... Generator Loss: 1.0823 Epoch 1/1... Step 2890 Discriminator Loss: 1.0089... Generator Loss: 0.9586 Epoch 1/1... Step 2900 Discriminator Loss: 0.8060... Generator Loss: 1.4766
Epoch 1/1... Step 2910 Discriminator Loss: 0.7679... Generator Loss: 1.5484 Epoch 1/1... Step 2920 Discriminator Loss: 1.0315... Generator Loss: 0.9132 Epoch 1/1... Step 2930 Discriminator Loss: 0.9802... Generator Loss: 0.8618 Epoch 1/1... Step 2940 Discriminator Loss: 0.8384... Generator Loss: 1.3879 Epoch 1/1... Step 2950 Discriminator Loss: 0.8328... Generator Loss: 1.2837 Epoch 1/1... Step 2960 Discriminator Loss: 0.8829... Generator Loss: 1.2627 Epoch 1/1... Step 2970 Discriminator Loss: 1.0220... Generator Loss: 1.4301 Epoch 1/1... Step 2980 Discriminator Loss: 0.9022... Generator Loss: 1.2537 Epoch 1/1... Step 2990 Discriminator Loss: 0.9041... Generator Loss: 1.2409 Epoch 1/1... Step 3000 Discriminator Loss: 0.9778... Generator Loss: 0.9268
Epoch 1/1... Step 3010 Discriminator Loss: 0.9988... Generator Loss: 0.9419 Epoch 1/1... Step 3020 Discriminator Loss: 0.8561... Generator Loss: 1.6688 Epoch 1/1... Step 3030 Discriminator Loss: 0.9837... Generator Loss: 1.0932 Epoch 1/1... Step 3040 Discriminator Loss: 0.9264... Generator Loss: 1.3861 Epoch 1/1... Step 3050 Discriminator Loss: 0.9825... Generator Loss: 1.3939 Epoch 1/1... Step 3060 Discriminator Loss: 0.9595... Generator Loss: 1.4229 Epoch 1/1... Step 3070 Discriminator Loss: 0.8159... Generator Loss: 1.4199 Epoch 1/1... Step 3080 Discriminator Loss: 1.0684... Generator Loss: 0.8350 Epoch 1/1... Step 3090 Discriminator Loss: 0.8748... Generator Loss: 1.8492 Epoch 1/1... Step 3100 Discriminator Loss: 0.8479... Generator Loss: 1.2531
Epoch 1/1... Step 3110 Discriminator Loss: 1.3279... Generator Loss: 0.6848 Epoch 1/1... Step 3120 Discriminator Loss: 1.1467... Generator Loss: 0.7354 Epoch 1/1... Step 3130 Discriminator Loss: 1.1919... Generator Loss: 0.8206 Epoch 1/1... Step 3140 Discriminator Loss: 0.7917... Generator Loss: 1.3677 Epoch 1/1... Step 3150 Discriminator Loss: 1.0016... Generator Loss: 0.9947 Epoch 1/1... Step 3160 Discriminator Loss: 0.9095... Generator Loss: 1.0168 Epoch 1/1... Step 3170 Discriminator Loss: 1.1041... Generator Loss: 0.7758 Epoch 1/1... Step 3180 Discriminator Loss: 0.7966... Generator Loss: 1.4650 Epoch 1/1... Step 3190 Discriminator Loss: 0.9890... Generator Loss: 0.9556 Epoch 1/1... Step 3200 Discriminator Loss: 1.1001... Generator Loss: 1.6176
Epoch 1/1... Step 3210 Discriminator Loss: 0.8472... Generator Loss: 1.2815 Epoch 1/1... Step 3220 Discriminator Loss: 0.8343... Generator Loss: 1.6839 Epoch 1/1... Step 3230 Discriminator Loss: 0.7579... Generator Loss: 1.6903 Epoch 1/1... Step 3240 Discriminator Loss: 0.7918... Generator Loss: 1.2455 Epoch 1/1... Step 3250 Discriminator Loss: 0.8651... Generator Loss: 1.4168 Epoch 1/1... Step 3260 Discriminator Loss: 0.9478... Generator Loss: 1.0355 Epoch 1/1... Step 3270 Discriminator Loss: 0.8688... Generator Loss: 1.2985 Epoch 1/1... Step 3280 Discriminator Loss: 1.0912... Generator Loss: 0.8995 Epoch 1/1... Step 3290 Discriminator Loss: 1.0654... Generator Loss: 0.8475 Epoch 1/1... Step 3300 Discriminator Loss: 1.1700... Generator Loss: 0.7537
Epoch 1/1... Step 3310 Discriminator Loss: 0.9383... Generator Loss: 1.2016 Epoch 1/1... Step 3320 Discriminator Loss: 1.0226... Generator Loss: 0.9453 Epoch 1/1... Step 3330 Discriminator Loss: 0.7310... Generator Loss: 1.5933 Epoch 1/1... Step 3340 Discriminator Loss: 0.9066... Generator Loss: 1.3504 Epoch 1/1... Step 3350 Discriminator Loss: 0.8557... Generator Loss: 1.8708 Epoch 1/1... Step 3360 Discriminator Loss: 0.8476... Generator Loss: 1.3788 Epoch 1/1... Step 3370 Discriminator Loss: 0.9883... Generator Loss: 0.9548 Epoch 1/1... Step 3380 Discriminator Loss: 1.1344... Generator Loss: 0.7371 Epoch 1/1... Step 3390 Discriminator Loss: 0.8905... Generator Loss: 1.2485 Epoch 1/1... Step 3400 Discriminator Loss: 1.1298... Generator Loss: 0.7509
Epoch 1/1... Step 3410 Discriminator Loss: 0.8569... Generator Loss: 1.4779 Epoch 1/1... Step 3420 Discriminator Loss: 1.1683... Generator Loss: 0.8980 Epoch 1/1... Step 3430 Discriminator Loss: 0.9001... Generator Loss: 1.3223 Epoch 1/1... Step 3440 Discriminator Loss: 1.1955... Generator Loss: 0.6525 Epoch 1/1... Step 3450 Discriminator Loss: 0.9020... Generator Loss: 1.2521 Epoch 1/1... Step 3460 Discriminator Loss: 0.9666... Generator Loss: 0.8969 Epoch 1/1... Step 3470 Discriminator Loss: 0.7835... Generator Loss: 1.5288 Epoch 1/1... Step 3480 Discriminator Loss: 1.1637... Generator Loss: 0.7147 Epoch 1/1... Step 3490 Discriminator Loss: 1.1218... Generator Loss: 0.8457 Epoch 1/1... Step 3500 Discriminator Loss: 1.0385... Generator Loss: 0.8594
Epoch 1/1... Step 3510 Discriminator Loss: 0.9893... Generator Loss: 1.6058 Epoch 1/1... Step 3520 Discriminator Loss: 0.8668... Generator Loss: 1.3512 Epoch 1/1... Step 3530 Discriminator Loss: 0.9183... Generator Loss: 0.9852 Epoch 1/1... Step 3540 Discriminator Loss: 0.8875... Generator Loss: 1.1393 Epoch 1/1... Step 3550 Discriminator Loss: 0.9061... Generator Loss: 1.0927 Epoch 1/1... Step 3560 Discriminator Loss: 1.0166... Generator Loss: 1.4172 Epoch 1/1... Step 3570 Discriminator Loss: 0.8222... Generator Loss: 1.8954 Epoch 1/1... Step 3580 Discriminator Loss: 1.2065... Generator Loss: 0.6711 Epoch 1/1... Step 3590 Discriminator Loss: 0.8311... Generator Loss: 1.3370 Epoch 1/1... Step 3600 Discriminator Loss: 0.8186... Generator Loss: 1.5804
Epoch 1/1... Step 3610 Discriminator Loss: 0.8107... Generator Loss: 1.2740 Epoch 1/1... Step 3620 Discriminator Loss: 0.9601... Generator Loss: 1.0461 Epoch 1/1... Step 3630 Discriminator Loss: 0.9081... Generator Loss: 1.1866 Epoch 1/1... Step 3640 Discriminator Loss: 1.1693... Generator Loss: 2.3062 Epoch 1/1... Step 3650 Discriminator Loss: 0.9175... Generator Loss: 1.0250 Epoch 1/1... Step 3660 Discriminator Loss: 0.8266... Generator Loss: 1.2942 Epoch 1/1... Step 3670 Discriminator Loss: 0.8494... Generator Loss: 1.2028 Epoch 1/1... Step 3680 Discriminator Loss: 0.8772... Generator Loss: 1.1005 Epoch 1/1... Step 3690 Discriminator Loss: 1.1429... Generator Loss: 0.7172 Epoch 1/1... Step 3700 Discriminator Loss: 0.9625... Generator Loss: 1.3314
Epoch 1/1... Step 3710 Discriminator Loss: 1.0304... Generator Loss: 0.9402 Epoch 1/1... Step 3720 Discriminator Loss: 0.7877... Generator Loss: 1.6427 Epoch 1/1... Step 3730 Discriminator Loss: 0.8285... Generator Loss: 1.8375 Epoch 1/1... Step 3740 Discriminator Loss: 0.9923... Generator Loss: 1.7565 Epoch 1/1... Step 3750 Discriminator Loss: 0.7925... Generator Loss: 1.2944 Epoch 1/1... Step 3760 Discriminator Loss: 1.0050... Generator Loss: 1.4606 Epoch 1/1... Step 3770 Discriminator Loss: 0.7845... Generator Loss: 1.3505 Epoch 1/1... Step 3780 Discriminator Loss: 0.9028... Generator Loss: 1.1903 Epoch 1/1... Step 3790 Discriminator Loss: 1.2270... Generator Loss: 0.6701 Epoch 1/1... Step 3800 Discriminator Loss: 0.8367... Generator Loss: 1.3718
Epoch 1/1... Step 3810 Discriminator Loss: 0.8149... Generator Loss: 1.4509 Epoch 1/1... Step 3820 Discriminator Loss: 0.9502... Generator Loss: 1.5462 Epoch 1/1... Step 3830 Discriminator Loss: 0.8324... Generator Loss: 1.2299 Epoch 1/1... Step 3840 Discriminator Loss: 1.0250... Generator Loss: 1.3549 Epoch 1/1... Step 3850 Discriminator Loss: 0.8532... Generator Loss: 1.2317 Epoch 1/1... Step 3860 Discriminator Loss: 1.1580... Generator Loss: 0.7915 Epoch 1/1... Step 3870 Discriminator Loss: 0.9820... Generator Loss: 1.1228 Epoch 1/1... Step 3880 Discriminator Loss: 1.1196... Generator Loss: 0.7663 Epoch 1/1... Step 3890 Discriminator Loss: 0.7494... Generator Loss: 1.6244 Epoch 1/1... Step 3900 Discriminator Loss: 0.7835... Generator Loss: 1.1811
Epoch 1/1... Step 3910 Discriminator Loss: 1.0684... Generator Loss: 2.1301 Epoch 1/1... Step 3920 Discriminator Loss: 0.9694... Generator Loss: 1.1273 Epoch 1/1... Step 3930 Discriminator Loss: 0.8720... Generator Loss: 1.2107 Epoch 1/1... Step 3940 Discriminator Loss: 0.9415... Generator Loss: 1.1329 Epoch 1/1... Step 3950 Discriminator Loss: 0.9228... Generator Loss: 1.0836 Epoch 1/1... Step 3960 Discriminator Loss: 0.9188... Generator Loss: 1.1801 Epoch 1/1... Step 3970 Discriminator Loss: 0.8665... Generator Loss: 1.0361 Epoch 1/1... Step 3980 Discriminator Loss: 0.9429... Generator Loss: 1.0238 Epoch 1/1... Step 3990 Discriminator Loss: 1.2354... Generator Loss: 0.8498 Epoch 1/1... Step 4000 Discriminator Loss: 0.8276... Generator Loss: 1.9272
Epoch 1/1... Step 4010 Discriminator Loss: 0.9065... Generator Loss: 1.3427 Epoch 1/1... Step 4020 Discriminator Loss: 1.1120... Generator Loss: 0.9479 Epoch 1/1... Step 4030 Discriminator Loss: 1.0918... Generator Loss: 0.7504 Epoch 1/1... Step 4040 Discriminator Loss: 0.9506... Generator Loss: 1.0606 Epoch 1/1... Step 4050 Discriminator Loss: 0.9673... Generator Loss: 0.8945 Epoch 1/1... Step 4060 Discriminator Loss: 0.8554... Generator Loss: 1.0961 Epoch 1/1... Step 4070 Discriminator Loss: 1.0062... Generator Loss: 1.0168 Epoch 1/1... Step 4080 Discriminator Loss: 0.7961... Generator Loss: 1.4328 Epoch 1/1... Step 4090 Discriminator Loss: 0.9596... Generator Loss: 1.7043 Epoch 1/1... Step 4100 Discriminator Loss: 0.8869... Generator Loss: 1.6405
Epoch 1/1... Step 4110 Discriminator Loss: 0.9549... Generator Loss: 1.0433 Epoch 1/1... Step 4120 Discriminator Loss: 0.9398... Generator Loss: 1.8550 Epoch 1/1... Step 4130 Discriminator Loss: 1.1099... Generator Loss: 0.7962 Epoch 1/1... Step 4140 Discriminator Loss: 0.7675... Generator Loss: 1.4028 Epoch 1/1... Step 4150 Discriminator Loss: 1.0607... Generator Loss: 0.7933 Epoch 1/1... Step 4160 Discriminator Loss: 0.8681... Generator Loss: 1.1543 Epoch 1/1... Step 4170 Discriminator Loss: 0.9120... Generator Loss: 1.0516 Epoch 1/1... Step 4180 Discriminator Loss: 1.0327... Generator Loss: 1.0222 Epoch 1/1... Step 4190 Discriminator Loss: 0.8061... Generator Loss: 1.6043 Epoch 1/1... Step 4200 Discriminator Loss: 0.8407... Generator Loss: 1.3841
Epoch 1/1... Step 4210 Discriminator Loss: 1.2420... Generator Loss: 0.6971 Epoch 1/1... Step 4220 Discriminator Loss: 0.9039... Generator Loss: 1.1181 Epoch 1/1... Step 4230 Discriminator Loss: 0.8136... Generator Loss: 1.3801 Epoch 1/1... Step 4240 Discriminator Loss: 0.8247... Generator Loss: 1.1466 Epoch 1/1... Step 4250 Discriminator Loss: 0.9714... Generator Loss: 0.9975 Epoch 1/1... Step 4260 Discriminator Loss: 0.9040... Generator Loss: 1.5095 Epoch 1/1... Step 4270 Discriminator Loss: 0.9631... Generator Loss: 2.2026 Epoch 1/1... Step 4280 Discriminator Loss: 0.8658... Generator Loss: 1.2083 Epoch 1/1... Step 4290 Discriminator Loss: 0.8913... Generator Loss: 1.5847 Epoch 1/1... Step 4300 Discriminator Loss: 0.9063... Generator Loss: 1.1893
Epoch 1/1... Step 4310 Discriminator Loss: 0.9298... Generator Loss: 1.0644 Epoch 1/1... Step 4320 Discriminator Loss: 0.9007... Generator Loss: 1.3436 Epoch 1/1... Step 4330 Discriminator Loss: 0.9031... Generator Loss: 1.8617 Epoch 1/1... Step 4340 Discriminator Loss: 0.9608... Generator Loss: 0.9341 Epoch 1/1... Step 4350 Discriminator Loss: 1.2860... Generator Loss: 0.6928 Epoch 1/1... Step 4360 Discriminator Loss: 0.9778... Generator Loss: 1.0839 Epoch 1/1... Step 4370 Discriminator Loss: 1.0162... Generator Loss: 1.3240 Epoch 1/1... Step 4380 Discriminator Loss: 0.9907... Generator Loss: 0.9723 Epoch 1/1... Step 4390 Discriminator Loss: 0.9603... Generator Loss: 0.9901 Epoch 1/1... Step 4400 Discriminator Loss: 1.0813... Generator Loss: 0.8362
Epoch 1/1... Step 4410 Discriminator Loss: 0.9046... Generator Loss: 1.4924 Epoch 1/1... Step 4420 Discriminator Loss: 0.7849... Generator Loss: 1.6019 Epoch 1/1... Step 4430 Discriminator Loss: 1.0126... Generator Loss: 0.9375 Epoch 1/1... Step 4440 Discriminator Loss: 0.9667... Generator Loss: 1.0950 Epoch 1/1... Step 4450 Discriminator Loss: 0.8941... Generator Loss: 1.1083 Epoch 1/1... Step 4460 Discriminator Loss: 1.1957... Generator Loss: 0.7261 Epoch 1/1... Step 4470 Discriminator Loss: 0.8912... Generator Loss: 1.2232 Epoch 1/1... Step 4480 Discriminator Loss: 1.0484... Generator Loss: 0.8920 Epoch 1/1... Step 4490 Discriminator Loss: 0.8528... Generator Loss: 1.1214 Epoch 1/1... Step 4500 Discriminator Loss: 1.0311... Generator Loss: 0.9169
Epoch 1/1... Step 4510 Discriminator Loss: 0.8679... Generator Loss: 2.2993 Epoch 1/1... Step 4520 Discriminator Loss: 0.9590... Generator Loss: 1.1628 Epoch 1/1... Step 4530 Discriminator Loss: 0.7778... Generator Loss: 1.4250 Epoch 1/1... Step 4540 Discriminator Loss: 0.8856... Generator Loss: 1.4146 Epoch 1/1... Step 4550 Discriminator Loss: 0.8731... Generator Loss: 1.1755 Epoch 1/1... Step 4560 Discriminator Loss: 1.0976... Generator Loss: 0.8847 Epoch 1/1... Step 4570 Discriminator Loss: 0.7965... Generator Loss: 1.2274 Epoch 1/1... Step 4580 Discriminator Loss: 0.7616... Generator Loss: 1.8867 Epoch 1/1... Step 4590 Discriminator Loss: 0.7582... Generator Loss: 1.4718 Epoch 1/1... Step 4600 Discriminator Loss: 0.6083... Generator Loss: 2.2491
Epoch 1/1... Step 4610 Discriminator Loss: 0.7670... Generator Loss: 1.8724 Epoch 1/1... Step 4620 Discriminator Loss: 0.6356... Generator Loss: 1.5028 Epoch 1/1... Step 4630 Discriminator Loss: 0.9412... Generator Loss: 1.0794 Epoch 1/1... Step 4640 Discriminator Loss: 0.8857... Generator Loss: 1.4497 Epoch 1/1... Step 4650 Discriminator Loss: 0.9770... Generator Loss: 1.1243 Epoch 1/1... Step 4660 Discriminator Loss: 0.9257... Generator Loss: 0.9929 Epoch 1/1... Step 4670 Discriminator Loss: 0.8361... Generator Loss: 1.3450 Epoch 1/1... Step 4680 Discriminator Loss: 0.9887... Generator Loss: 1.1421 Epoch 1/1... Step 4690 Discriminator Loss: 1.5751... Generator Loss: 0.4208 Epoch 1/1... Step 4700 Discriminator Loss: 1.3116... Generator Loss: 0.5637
Epoch 1/1... Step 4710 Discriminator Loss: 0.8930... Generator Loss: 1.2292 Epoch 1/1... Step 4720 Discriminator Loss: 0.7392... Generator Loss: 1.6157 Epoch 1/1... Step 4730 Discriminator Loss: 0.9690... Generator Loss: 1.0703 Epoch 1/1... Step 4740 Discriminator Loss: 0.8483... Generator Loss: 1.4510 Epoch 1/1... Step 4750 Discriminator Loss: 0.9697... Generator Loss: 0.8855 Epoch 1/1... Step 4760 Discriminator Loss: 0.6331... Generator Loss: 1.9814 Epoch 1/1... Step 4770 Discriminator Loss: 1.0118... Generator Loss: 0.9074 Epoch 1/1... Step 4780 Discriminator Loss: 0.8316... Generator Loss: 2.0361 Epoch 1/1... Step 4790 Discriminator Loss: 0.8079... Generator Loss: 1.5729 Epoch 1/1... Step 4800 Discriminator Loss: 1.1831... Generator Loss: 0.7444
Epoch 1/1... Step 4810 Discriminator Loss: 0.7532... Generator Loss: 1.3245 Epoch 1/1... Step 4820 Discriminator Loss: 1.2160... Generator Loss: 0.7201 Epoch 1/1... Step 4830 Discriminator Loss: 0.7749... Generator Loss: 1.3939 Epoch 1/1... Step 4840 Discriminator Loss: 1.0601... Generator Loss: 0.8397 Epoch 1/1... Step 4850 Discriminator Loss: 0.7448... Generator Loss: 1.7668 Epoch 1/1... Step 4860 Discriminator Loss: 1.1415... Generator Loss: 0.8514 Epoch 1/1... Step 4870 Discriminator Loss: 0.8768... Generator Loss: 1.4149 Epoch 1/1... Step 4880 Discriminator Loss: 0.7668... Generator Loss: 1.2073 Epoch 1/1... Step 4890 Discriminator Loss: 0.8566... Generator Loss: 1.2788 Epoch 1/1... Step 4900 Discriminator Loss: 0.8346... Generator Loss: 2.1347
Epoch 1/1... Step 4910 Discriminator Loss: 1.0199... Generator Loss: 1.2784 Epoch 1/1... Step 4920 Discriminator Loss: 1.0980... Generator Loss: 1.0709 Epoch 1/1... Step 4930 Discriminator Loss: 0.7982... Generator Loss: 1.5215 Epoch 1/1... Step 4940 Discriminator Loss: 1.0451... Generator Loss: 1.1112 Epoch 1/1... Step 4950 Discriminator Loss: 1.0796... Generator Loss: 0.7563 Epoch 1/1... Step 4960 Discriminator Loss: 0.9943... Generator Loss: 0.8919 Epoch 1/1... Step 4970 Discriminator Loss: 1.0322... Generator Loss: 0.9764 Epoch 1/1... Step 4980 Discriminator Loss: 0.7129... Generator Loss: 1.4875 Epoch 1/1... Step 4990 Discriminator Loss: 0.7177... Generator Loss: 1.6987 Epoch 1/1... Step 5000 Discriminator Loss: 0.8648... Generator Loss: 1.2282
Epoch 1/1... Step 5010 Discriminator Loss: 0.9212... Generator Loss: 1.2771 Epoch 1/1... Step 5020 Discriminator Loss: 1.2082... Generator Loss: 0.6411 Epoch 1/1... Step 5030 Discriminator Loss: 1.3548... Generator Loss: 0.5179 Epoch 1/1... Step 5040 Discriminator Loss: 0.8090... Generator Loss: 1.6189 Epoch 1/1... Step 5050 Discriminator Loss: 0.8349... Generator Loss: 1.1997 Epoch 1/1... Step 5060 Discriminator Loss: 0.8534... Generator Loss: 1.1829 Epoch 1/1... Step 5070 Discriminator Loss: 0.7275... Generator Loss: 1.7816 Epoch 1/1... Step 5080 Discriminator Loss: 0.7642... Generator Loss: 1.4380 Epoch 1/1... Step 5090 Discriminator Loss: 1.1693... Generator Loss: 0.7681 Epoch 1/1... Step 5100 Discriminator Loss: 0.9465... Generator Loss: 1.0761
Epoch 1/1... Step 5110 Discriminator Loss: 1.0981... Generator Loss: 0.7868 Epoch 1/1... Step 5120 Discriminator Loss: 0.9646... Generator Loss: 1.1222 Epoch 1/1... Step 5130 Discriminator Loss: 1.1437... Generator Loss: 0.7527 Epoch 1/1... Step 5140 Discriminator Loss: 1.1899... Generator Loss: 0.7683 Epoch 1/1... Step 5150 Discriminator Loss: 0.8730... Generator Loss: 1.1851 Epoch 1/1... Step 5160 Discriminator Loss: 0.7982... Generator Loss: 1.3640 Epoch 1/1... Step 5170 Discriminator Loss: 0.6423... Generator Loss: 1.8647 Epoch 1/1... Step 5180 Discriminator Loss: 0.8031... Generator Loss: 1.3363 Epoch 1/1... Step 5190 Discriminator Loss: 0.8881... Generator Loss: 1.3532 Epoch 1/1... Step 5200 Discriminator Loss: 0.9360... Generator Loss: 1.1506
Epoch 1/1... Step 5210 Discriminator Loss: 0.7407... Generator Loss: 1.3919 Epoch 1/1... Step 5220 Discriminator Loss: 0.7998... Generator Loss: 1.2297 Epoch 1/1... Step 5230 Discriminator Loss: 1.3745... Generator Loss: 0.5412 Epoch 1/1... Step 5240 Discriminator Loss: 0.9035... Generator Loss: 1.0821 Epoch 1/1... Step 5250 Discriminator Loss: 0.8507... Generator Loss: 1.5881 Epoch 1/1... Step 5260 Discriminator Loss: 1.4089... Generator Loss: 0.5182 Epoch 1/1... Step 5270 Discriminator Loss: 0.7168... Generator Loss: 1.4817 Epoch 1/1... Step 5280 Discriminator Loss: 0.8270... Generator Loss: 1.2739 Epoch 1/1... Step 5290 Discriminator Loss: 1.0103... Generator Loss: 0.9304 Epoch 1/1... Step 5300 Discriminator Loss: 0.9215... Generator Loss: 1.1027
Epoch 1/1... Step 5310 Discriminator Loss: 0.9024... Generator Loss: 1.5437 Epoch 1/1... Step 5320 Discriminator Loss: 0.7127... Generator Loss: 1.4973 Epoch 1/1... Step 5330 Discriminator Loss: 0.8691... Generator Loss: 1.5599 Epoch 1/1... Step 5340 Discriminator Loss: 1.1379... Generator Loss: 0.7272 Epoch 1/1... Step 5350 Discriminator Loss: 0.8871... Generator Loss: 1.1636 Epoch 1/1... Step 5360 Discriminator Loss: 0.8654... Generator Loss: 1.1872 Epoch 1/1... Step 5370 Discriminator Loss: 0.7758... Generator Loss: 1.6930 Epoch 1/1... Step 5380 Discriminator Loss: 0.7295... Generator Loss: 1.6141 Epoch 1/1... Step 5390 Discriminator Loss: 0.7212... Generator Loss: 1.5690 Epoch 1/1... Step 5400 Discriminator Loss: 0.8433... Generator Loss: 1.1784
Epoch 1/1... Step 5410 Discriminator Loss: 1.4214... Generator Loss: 0.6157 Epoch 1/1... Step 5420 Discriminator Loss: 0.7598... Generator Loss: 1.8903 Epoch 1/1... Step 5430 Discriminator Loss: 1.1632... Generator Loss: 1.6229 Epoch 1/1... Step 5440 Discriminator Loss: 0.9908... Generator Loss: 1.0366 Epoch 1/1... Step 5450 Discriminator Loss: 0.8777... Generator Loss: 1.1715 Epoch 1/1... Step 5460 Discriminator Loss: 0.8045... Generator Loss: 1.4029 Epoch 1/1... Step 5470 Discriminator Loss: 0.9584... Generator Loss: 1.3810 Epoch 1/1... Step 5480 Discriminator Loss: 1.0008... Generator Loss: 0.9076 Epoch 1/1... Step 5490 Discriminator Loss: 0.7885... Generator Loss: 1.6747 Epoch 1/1... Step 5500 Discriminator Loss: 0.8280... Generator Loss: 1.4155
Epoch 1/1... Step 5510 Discriminator Loss: 1.1201... Generator Loss: 0.8156 Epoch 1/1... Step 5520 Discriminator Loss: 0.8289... Generator Loss: 1.5046 Epoch 1/1... Step 5530 Discriminator Loss: 0.8334... Generator Loss: 1.2444 Epoch 1/1... Step 5540 Discriminator Loss: 0.7629... Generator Loss: 1.6339 Epoch 1/1... Step 5550 Discriminator Loss: 0.9774... Generator Loss: 0.9289 Epoch 1/1... Step 5560 Discriminator Loss: 1.2744... Generator Loss: 0.6420 Epoch 1/1... Step 5570 Discriminator Loss: 0.8481... Generator Loss: 1.7808 Epoch 1/1... Step 5580 Discriminator Loss: 0.8663... Generator Loss: 1.2712 Epoch 1/1... Step 5590 Discriminator Loss: 0.9538... Generator Loss: 0.9688 Epoch 1/1... Step 5600 Discriminator Loss: 0.8089... Generator Loss: 1.2644
Epoch 1/1... Step 5610 Discriminator Loss: 0.8446... Generator Loss: 1.0768 Epoch 1/1... Step 5620 Discriminator Loss: 1.0482... Generator Loss: 0.8495 Epoch 1/1... Step 5630 Discriminator Loss: 0.9826... Generator Loss: 1.1470 Epoch 1/1... Step 5640 Discriminator Loss: 0.7226... Generator Loss: 1.7228 Epoch 1/1... Step 5650 Discriminator Loss: 1.0877... Generator Loss: 0.8202 Epoch 1/1... Step 5660 Discriminator Loss: 1.0342... Generator Loss: 0.8173 Epoch 1/1... Step 5670 Discriminator Loss: 0.9762... Generator Loss: 1.0697 Epoch 1/1... Step 5680 Discriminator Loss: 0.7762... Generator Loss: 1.4899 Epoch 1/1... Step 5690 Discriminator Loss: 1.0238... Generator Loss: 0.9474 Epoch 1/1... Step 5700 Discriminator Loss: 0.7221... Generator Loss: 1.3808
Epoch 1/1... Step 5710 Discriminator Loss: 0.8603... Generator Loss: 1.3359 Epoch 1/1... Step 5720 Discriminator Loss: 0.7921... Generator Loss: 1.5598 Epoch 1/1... Step 5730 Discriminator Loss: 1.0094... Generator Loss: 0.9095 Epoch 1/1... Step 5740 Discriminator Loss: 0.8659... Generator Loss: 1.1309 Epoch 1/1... Step 5750 Discriminator Loss: 1.0517... Generator Loss: 0.7852 Epoch 1/1... Step 5760 Discriminator Loss: 1.1268... Generator Loss: 0.7851 Epoch 1/1... Step 5770 Discriminator Loss: 0.7816... Generator Loss: 1.4944 Epoch 1/1... Step 5780 Discriminator Loss: 0.7920... Generator Loss: 1.3430 Epoch 1/1... Step 5790 Discriminator Loss: 0.8239... Generator Loss: 1.1346 Epoch 1/1... Step 5800 Discriminator Loss: 1.0705... Generator Loss: 0.7964
Epoch 1/1... Step 5810 Discriminator Loss: 0.9400... Generator Loss: 1.1115 Epoch 1/1... Step 5820 Discriminator Loss: 0.9011... Generator Loss: 1.3747 Epoch 1/1... Step 5830 Discriminator Loss: 0.8014... Generator Loss: 1.3064 Epoch 1/1... Step 5840 Discriminator Loss: 0.6643... Generator Loss: 1.7356 Epoch 1/1... Step 5850 Discriminator Loss: 0.8046... Generator Loss: 1.4110 Epoch 1/1... Step 5860 Discriminator Loss: 0.9985... Generator Loss: 1.3419 Epoch 1/1... Step 5870 Discriminator Loss: 0.9622... Generator Loss: 1.0739 Epoch 1/1... Step 5880 Discriminator Loss: 0.9865... Generator Loss: 0.9576 Epoch 1/1... Step 5890 Discriminator Loss: 1.0119... Generator Loss: 0.8604 Epoch 1/1... Step 5900 Discriminator Loss: 0.7999... Generator Loss: 2.2472
Epoch 1/1... Step 5910 Discriminator Loss: 0.7241... Generator Loss: 1.4671 Epoch 1/1... Step 5920 Discriminator Loss: 0.8283... Generator Loss: 1.3432 Epoch 1/1... Step 5930 Discriminator Loss: 0.8769... Generator Loss: 1.1354 Epoch 1/1... Step 5940 Discriminator Loss: 0.9037... Generator Loss: 1.9338 Epoch 1/1... Step 5950 Discriminator Loss: 1.1895... Generator Loss: 0.8291 Epoch 1/1... Step 5960 Discriminator Loss: 1.0312... Generator Loss: 0.9960 Epoch 1/1... Step 5970 Discriminator Loss: 0.7672... Generator Loss: 1.6936 Epoch 1/1... Step 5980 Discriminator Loss: 0.8583... Generator Loss: 1.3603 Epoch 1/1... Step 5990 Discriminator Loss: 0.8616... Generator Loss: 1.0722 Epoch 1/1... Step 6000 Discriminator Loss: 0.9414... Generator Loss: 0.9441
Epoch 1/1... Step 6010 Discriminator Loss: 0.9236... Generator Loss: 1.1228 Epoch 1/1... Step 6020 Discriminator Loss: 0.8507... Generator Loss: 1.2296 Epoch 1/1... Step 6030 Discriminator Loss: 0.7886... Generator Loss: 1.2558 Epoch 1/1... Step 6040 Discriminator Loss: 0.8784... Generator Loss: 1.1305 Epoch 1/1... Step 6050 Discriminator Loss: 0.7829... Generator Loss: 1.3418 Epoch 1/1... Step 6060 Discriminator Loss: 1.1947... Generator Loss: 0.7489 Epoch 1/1... Step 6070 Discriminator Loss: 0.7780... Generator Loss: 1.6016 Epoch 1/1... Step 6080 Discriminator Loss: 0.9227... Generator Loss: 1.1705 Epoch 1/1... Step 6090 Discriminator Loss: 0.9719... Generator Loss: 0.9979 Epoch 1/1... Step 6100 Discriminator Loss: 1.0280... Generator Loss: 0.8395
Epoch 1/1... Step 6110 Discriminator Loss: 1.2061... Generator Loss: 0.6669 Epoch 1/1... Step 6120 Discriminator Loss: 0.7700... Generator Loss: 1.5393 Epoch 1/1... Step 6130 Discriminator Loss: 0.8245... Generator Loss: 1.1302 Epoch 1/1... Step 6140 Discriminator Loss: 0.8402... Generator Loss: 1.2219 Epoch 1/1... Step 6150 Discriminator Loss: 0.6810... Generator Loss: 1.8232 Epoch 1/1... Step 6160 Discriminator Loss: 0.8150... Generator Loss: 1.2789 Epoch 1/1... Step 6170 Discriminator Loss: 0.8397... Generator Loss: 1.3360 Epoch 1/1... Step 6180 Discriminator Loss: 0.7655... Generator Loss: 1.5415 Epoch 1/1... Step 6190 Discriminator Loss: 1.0931... Generator Loss: 0.9403 Epoch 1/1... Step 6200 Discriminator Loss: 1.0139... Generator Loss: 0.9580
Epoch 1/1... Step 6210 Discriminator Loss: 0.8986... Generator Loss: 1.0270 Epoch 1/1... Step 6220 Discriminator Loss: 1.2723... Generator Loss: 0.5722 Epoch 1/1... Step 6230 Discriminator Loss: 0.8152... Generator Loss: 1.8490 Epoch 1/1... Step 6240 Discriminator Loss: 0.9854... Generator Loss: 0.8887 Epoch 1/1... Step 6250 Discriminator Loss: 0.8882... Generator Loss: 1.2838 Epoch 1/1... Step 6260 Discriminator Loss: 0.8225... Generator Loss: 1.6737 Epoch 1/1... Step 6270 Discriminator Loss: 0.7550... Generator Loss: 1.3924 Epoch 1/1... Step 6280 Discriminator Loss: 0.6161... Generator Loss: 1.7463 Epoch 1/1... Step 6290 Discriminator Loss: 1.0563... Generator Loss: 0.8909 Epoch 1/1... Step 6300 Discriminator Loss: 0.9625... Generator Loss: 1.0332
Epoch 1/1... Step 6310 Discriminator Loss: 0.7543... Generator Loss: 1.9831 Epoch 1/1... Step 6320 Discriminator Loss: 0.9895... Generator Loss: 1.0581 Epoch 1/1... Step 6330 Discriminator Loss: 0.8746... Generator Loss: 1.5253
In [54]:
batch_size = 32
z_dim = 50
learning_rate = 0.002
beta1 = 0.5
tf.reset_default_graph()
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 1
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/1... Step 10 Discriminator Loss: 0.9975... Generator Loss: 12.0651 Epoch 1/1... Step 20 Discriminator Loss: 0.4902... Generator Loss: 6.3862 Epoch 1/1... Step 30 Discriminator Loss: 1.1565... Generator Loss: 1.1627 Epoch 1/1... Step 40 Discriminator Loss: 0.5493... Generator Loss: 3.2223 Epoch 1/1... Step 50 Discriminator Loss: 0.8663... Generator Loss: 2.6709 Epoch 1/1... Step 60 Discriminator Loss: 1.1774... Generator Loss: 0.7765 Epoch 1/1... Step 70 Discriminator Loss: 1.2931... Generator Loss: 0.8564 Epoch 1/1... Step 80 Discriminator Loss: 1.5762... Generator Loss: 3.4374 Epoch 1/1... Step 90 Discriminator Loss: 0.9077... Generator Loss: 2.6453 Epoch 1/1... Step 100 Discriminator Loss: 1.0581... Generator Loss: 1.3357
Epoch 1/1... Step 110 Discriminator Loss: 0.8435... Generator Loss: 1.5820 Epoch 1/1... Step 120 Discriminator Loss: 0.9255... Generator Loss: 1.0034 Epoch 1/1... Step 130 Discriminator Loss: 1.2118... Generator Loss: 2.7460 Epoch 1/1... Step 140 Discriminator Loss: 0.9654... Generator Loss: 1.4226 Epoch 1/1... Step 150 Discriminator Loss: 0.9246... Generator Loss: 1.3183 Epoch 1/1... Step 160 Discriminator Loss: 1.1687... Generator Loss: 1.7836 Epoch 1/1... Step 170 Discriminator Loss: 1.1862... Generator Loss: 0.7804 Epoch 1/1... Step 180 Discriminator Loss: 0.8290... Generator Loss: 1.2611 Epoch 1/1... Step 190 Discriminator Loss: 1.3360... Generator Loss: 1.8801 Epoch 1/1... Step 200 Discriminator Loss: 1.3779... Generator Loss: 0.9045
Epoch 1/1... Step 210 Discriminator Loss: 1.0106... Generator Loss: 0.7915 Epoch 1/1... Step 220 Discriminator Loss: 0.7157... Generator Loss: 1.5021 Epoch 1/1... Step 230 Discriminator Loss: 2.2473... Generator Loss: 0.1871 Epoch 1/1... Step 240 Discriminator Loss: 0.9335... Generator Loss: 1.7665 Epoch 1/1... Step 250 Discriminator Loss: 0.9808... Generator Loss: 1.4425 Epoch 1/1... Step 260 Discriminator Loss: 1.1086... Generator Loss: 0.6588 Epoch 1/1... Step 270 Discriminator Loss: 1.0994... Generator Loss: 1.1370 Epoch 1/1... Step 280 Discriminator Loss: 1.1035... Generator Loss: 0.7979 Epoch 1/1... Step 290 Discriminator Loss: 0.9479... Generator Loss: 1.4532 Epoch 1/1... Step 300 Discriminator Loss: 1.4592... Generator Loss: 2.6142
Epoch 1/1... Step 310 Discriminator Loss: 2.3759... Generator Loss: 0.2221 Epoch 1/1... Step 320 Discriminator Loss: 1.7950... Generator Loss: 0.4323 Epoch 1/1... Step 330 Discriminator Loss: 1.3622... Generator Loss: 0.6377 Epoch 1/1... Step 340 Discriminator Loss: 1.0128... Generator Loss: 1.6306 Epoch 1/1... Step 350 Discriminator Loss: 0.8784... Generator Loss: 0.9967 Epoch 1/1... Step 360 Discriminator Loss: 1.0237... Generator Loss: 0.8491 Epoch 1/1... Step 370 Discriminator Loss: 1.0359... Generator Loss: 1.5938 Epoch 1/1... Step 380 Discriminator Loss: 1.0649... Generator Loss: 0.8170 Epoch 1/1... Step 390 Discriminator Loss: 1.2059... Generator Loss: 2.1269 Epoch 1/1... Step 400 Discriminator Loss: 1.2419... Generator Loss: 0.7913
Epoch 1/1... Step 410 Discriminator Loss: 1.1579... Generator Loss: 0.7092 Epoch 1/1... Step 420 Discriminator Loss: 1.1164... Generator Loss: 0.9370 Epoch 1/1... Step 430 Discriminator Loss: 1.1834... Generator Loss: 0.7190 Epoch 1/1... Step 440 Discriminator Loss: 1.2571... Generator Loss: 0.9506 Epoch 1/1... Step 450 Discriminator Loss: 1.2927... Generator Loss: 0.7803 Epoch 1/1... Step 460 Discriminator Loss: 0.7297... Generator Loss: 1.4392 Epoch 1/1... Step 470 Discriminator Loss: 1.2464... Generator Loss: 1.0968 Epoch 1/1... Step 480 Discriminator Loss: 1.1055... Generator Loss: 1.0563 Epoch 1/1... Step 490 Discriminator Loss: 0.7659... Generator Loss: 1.4706 Epoch 1/1... Step 500 Discriminator Loss: 1.1607... Generator Loss: 1.2087
Epoch 1/1... Step 510 Discriminator Loss: 1.1074... Generator Loss: 1.1704 Epoch 1/1... Step 520 Discriminator Loss: 0.7678... Generator Loss: 1.3597 Epoch 1/1... Step 530 Discriminator Loss: 1.2377... Generator Loss: 2.3421 Epoch 1/1... Step 540 Discriminator Loss: 1.2787... Generator Loss: 1.2518 Epoch 1/1... Step 550 Discriminator Loss: 1.1263... Generator Loss: 1.5478 Epoch 1/1... Step 560 Discriminator Loss: 0.8477... Generator Loss: 1.7034 Epoch 1/1... Step 570 Discriminator Loss: 0.9672... Generator Loss: 0.8758 Epoch 1/1... Step 580 Discriminator Loss: 1.0546... Generator Loss: 1.3897 Epoch 1/1... Step 590 Discriminator Loss: 0.7364... Generator Loss: 1.3428 Epoch 1/1... Step 600 Discriminator Loss: 1.1467... Generator Loss: 1.7093
Epoch 1/1... Step 610 Discriminator Loss: 1.0250... Generator Loss: 0.9893 Epoch 1/1... Step 620 Discriminator Loss: 0.9467... Generator Loss: 1.5798 Epoch 1/1... Step 630 Discriminator Loss: 1.2797... Generator Loss: 0.9350 Epoch 1/1... Step 640 Discriminator Loss: 0.7192... Generator Loss: 1.3592 Epoch 1/1... Step 650 Discriminator Loss: 1.3269... Generator Loss: 0.7006 Epoch 1/1... Step 660 Discriminator Loss: 0.7386... Generator Loss: 1.7568 Epoch 1/1... Step 670 Discriminator Loss: 0.8624... Generator Loss: 1.5088 Epoch 1/1... Step 680 Discriminator Loss: 1.1107... Generator Loss: 0.9466 Epoch 1/1... Step 690 Discriminator Loss: 0.9849... Generator Loss: 0.8765 Epoch 1/1... Step 700 Discriminator Loss: 1.0324... Generator Loss: 0.9529
Epoch 1/1... Step 710 Discriminator Loss: 0.8559... Generator Loss: 1.0605 Epoch 1/1... Step 720 Discriminator Loss: 1.0163... Generator Loss: 1.2121 Epoch 1/1... Step 730 Discriminator Loss: 0.8553... Generator Loss: 1.0775 Epoch 1/1... Step 740 Discriminator Loss: 1.4120... Generator Loss: 1.2862 Epoch 1/1... Step 750 Discriminator Loss: 1.3417... Generator Loss: 1.0098 Epoch 1/1... Step 760 Discriminator Loss: 0.6294... Generator Loss: 1.5880 Epoch 1/1... Step 770 Discriminator Loss: 1.2356... Generator Loss: 1.2290 Epoch 1/1... Step 780 Discriminator Loss: 1.6978... Generator Loss: 2.8299 Epoch 1/1... Step 790 Discriminator Loss: 0.9854... Generator Loss: 1.0763 Epoch 1/1... Step 800 Discriminator Loss: 0.9515... Generator Loss: 1.2088
Epoch 1/1... Step 810 Discriminator Loss: 1.1777... Generator Loss: 0.6877 Epoch 1/1... Step 820 Discriminator Loss: 1.0140... Generator Loss: 1.0195 Epoch 1/1... Step 830 Discriminator Loss: 1.1001... Generator Loss: 0.9260 Epoch 1/1... Step 840 Discriminator Loss: 1.2154... Generator Loss: 1.5928 Epoch 1/1... Step 850 Discriminator Loss: 1.0967... Generator Loss: 0.7312 Epoch 1/1... Step 860 Discriminator Loss: 1.1539... Generator Loss: 0.9865 Epoch 1/1... Step 870 Discriminator Loss: 1.0124... Generator Loss: 1.2705 Epoch 1/1... Step 880 Discriminator Loss: 1.1666... Generator Loss: 0.8744 Epoch 1/1... Step 890 Discriminator Loss: 1.1283... Generator Loss: 0.9420 Epoch 1/1... Step 900 Discriminator Loss: 1.2296... Generator Loss: 0.6183
Epoch 1/1... Step 910 Discriminator Loss: 1.0868... Generator Loss: 1.0526 Epoch 1/1... Step 920 Discriminator Loss: 0.9823... Generator Loss: 1.6974 Epoch 1/1... Step 930 Discriminator Loss: 1.1349... Generator Loss: 0.8650 Epoch 1/1... Step 940 Discriminator Loss: 0.9258... Generator Loss: 1.0543 Epoch 1/1... Step 950 Discriminator Loss: 1.1440... Generator Loss: 1.3378 Epoch 1/1... Step 960 Discriminator Loss: 1.0011... Generator Loss: 1.0840 Epoch 1/1... Step 970 Discriminator Loss: 0.8708... Generator Loss: 1.0093 Epoch 1/1... Step 980 Discriminator Loss: 1.9585... Generator Loss: 0.2945 Epoch 1/1... Step 990 Discriminator Loss: 1.9215... Generator Loss: 0.2812 Epoch 1/1... Step 1000 Discriminator Loss: 1.2158... Generator Loss: 1.9584
Epoch 1/1... Step 1010 Discriminator Loss: 0.9759... Generator Loss: 0.9234 Epoch 1/1... Step 1020 Discriminator Loss: 1.2342... Generator Loss: 0.7125 Epoch 1/1... Step 1030 Discriminator Loss: 1.1791... Generator Loss: 1.8170 Epoch 1/1... Step 1040 Discriminator Loss: 1.0427... Generator Loss: 1.2484 Epoch 1/1... Step 1050 Discriminator Loss: 1.0235... Generator Loss: 1.7150 Epoch 1/1... Step 1060 Discriminator Loss: 1.1742... Generator Loss: 1.9443 Epoch 1/1... Step 1070 Discriminator Loss: 1.0646... Generator Loss: 1.1015 Epoch 1/1... Step 1080 Discriminator Loss: 0.8630... Generator Loss: 1.2140 Epoch 1/1... Step 1090 Discriminator Loss: 1.4629... Generator Loss: 0.5474 Epoch 1/1... Step 1100 Discriminator Loss: 1.0131... Generator Loss: 0.9389
Epoch 1/1... Step 1110 Discriminator Loss: 1.0410... Generator Loss: 1.4048 Epoch 1/1... Step 1120 Discriminator Loss: 1.3452... Generator Loss: 1.2482 Epoch 1/1... Step 1130 Discriminator Loss: 1.0605... Generator Loss: 1.2767 Epoch 1/1... Step 1140 Discriminator Loss: 1.2392... Generator Loss: 1.2558 Epoch 1/1... Step 1150 Discriminator Loss: 1.1822... Generator Loss: 0.6799 Epoch 1/1... Step 1160 Discriminator Loss: 1.1598... Generator Loss: 0.8055 Epoch 1/1... Step 1170 Discriminator Loss: 1.2429... Generator Loss: 0.6493 Epoch 1/1... Step 1180 Discriminator Loss: 0.8228... Generator Loss: 1.6584 Epoch 1/1... Step 1190 Discriminator Loss: 1.0341... Generator Loss: 1.1132 Epoch 1/1... Step 1200 Discriminator Loss: 1.0435... Generator Loss: 0.9495
Epoch 1/1... Step 1210 Discriminator Loss: 1.9998... Generator Loss: 0.4058 Epoch 1/1... Step 1220 Discriminator Loss: 1.2100... Generator Loss: 0.8994 Epoch 1/1... Step 1230 Discriminator Loss: 1.4037... Generator Loss: 0.5533 Epoch 1/1... Step 1240 Discriminator Loss: 2.0547... Generator Loss: 2.6638 Epoch 1/1... Step 1250 Discriminator Loss: 0.8956... Generator Loss: 1.1362 Epoch 1/1... Step 1260 Discriminator Loss: 1.3195... Generator Loss: 1.1975 Epoch 1/1... Step 1270 Discriminator Loss: 1.0271... Generator Loss: 1.0092 Epoch 1/1... Step 1280 Discriminator Loss: 1.2895... Generator Loss: 0.8818 Epoch 1/1... Step 1290 Discriminator Loss: 0.8894... Generator Loss: 1.1875 Epoch 1/1... Step 1300 Discriminator Loss: 1.0340... Generator Loss: 0.9736
Epoch 1/1... Step 1310 Discriminator Loss: 1.3516... Generator Loss: 2.3595 Epoch 1/1... Step 1320 Discriminator Loss: 0.7260... Generator Loss: 1.2163 Epoch 1/1... Step 1330 Discriminator Loss: 1.1471... Generator Loss: 0.8959 Epoch 1/1... Step 1340 Discriminator Loss: 1.0356... Generator Loss: 0.8839 Epoch 1/1... Step 1350 Discriminator Loss: 0.9249... Generator Loss: 1.0987 Epoch 1/1... Step 1360 Discriminator Loss: 1.1591... Generator Loss: 0.7772 Epoch 1/1... Step 1370 Discriminator Loss: 1.2834... Generator Loss: 0.9094 Epoch 1/1... Step 1380 Discriminator Loss: 0.9793... Generator Loss: 0.9047 Epoch 1/1... Step 1390 Discriminator Loss: 2.1166... Generator Loss: 3.2159 Epoch 1/1... Step 1400 Discriminator Loss: 0.8649... Generator Loss: 1.2218
Epoch 1/1... Step 1410 Discriminator Loss: 0.8235... Generator Loss: 1.4243 Epoch 1/1... Step 1420 Discriminator Loss: 1.0576... Generator Loss: 0.8890 Epoch 1/1... Step 1430 Discriminator Loss: 0.8834... Generator Loss: 1.0650 Epoch 1/1... Step 1440 Discriminator Loss: 1.0751... Generator Loss: 1.1420 Epoch 1/1... Step 1450 Discriminator Loss: 0.9153... Generator Loss: 0.9573 Epoch 1/1... Step 1460 Discriminator Loss: 0.9191... Generator Loss: 1.2894 Epoch 1/1... Step 1470 Discriminator Loss: 0.9420... Generator Loss: 1.0971 Epoch 1/1... Step 1480 Discriminator Loss: 1.0251... Generator Loss: 0.9302 Epoch 1/1... Step 1490 Discriminator Loss: 1.0933... Generator Loss: 0.9814 Epoch 1/1... Step 1500 Discriminator Loss: 1.4414... Generator Loss: 1.8271
Epoch 1/1... Step 1510 Discriminator Loss: 0.8468... Generator Loss: 1.3701 Epoch 1/1... Step 1520 Discriminator Loss: 1.1125... Generator Loss: 1.4147 Epoch 1/1... Step 1530 Discriminator Loss: 0.9393... Generator Loss: 0.9122 Epoch 1/1... Step 1540 Discriminator Loss: 1.0861... Generator Loss: 0.8402 Epoch 1/1... Step 1550 Discriminator Loss: 1.0181... Generator Loss: 1.3816 Epoch 1/1... Step 1560 Discriminator Loss: 0.7965... Generator Loss: 1.4465 Epoch 1/1... Step 1570 Discriminator Loss: 0.9139... Generator Loss: 1.0989 Epoch 1/1... Step 1580 Discriminator Loss: 0.9362... Generator Loss: 1.5399 Epoch 1/1... Step 1590 Discriminator Loss: 0.9374... Generator Loss: 1.6796 Epoch 1/1... Step 1600 Discriminator Loss: 1.2120... Generator Loss: 1.5138
Epoch 1/1... Step 1610 Discriminator Loss: 1.3314... Generator Loss: 1.5585 Epoch 1/1... Step 1620 Discriminator Loss: 1.0458... Generator Loss: 1.0703 Epoch 1/1... Step 1630 Discriminator Loss: 0.8373... Generator Loss: 1.1125 Epoch 1/1... Step 1640 Discriminator Loss: 0.9288... Generator Loss: 0.9592 Epoch 1/1... Step 1650 Discriminator Loss: 1.0411... Generator Loss: 1.4145 Epoch 1/1... Step 1660 Discriminator Loss: 0.7582... Generator Loss: 1.6127 Epoch 1/1... Step 1670 Discriminator Loss: 1.4520... Generator Loss: 0.7240 Epoch 1/1... Step 1680 Discriminator Loss: 1.0342... Generator Loss: 1.3532 Epoch 1/1... Step 1690 Discriminator Loss: 0.9046... Generator Loss: 1.4921 Epoch 1/1... Step 1700 Discriminator Loss: 1.2381... Generator Loss: 0.6854
Epoch 1/1... Step 1710 Discriminator Loss: 1.0340... Generator Loss: 0.9177 Epoch 1/1... Step 1720 Discriminator Loss: 1.2954... Generator Loss: 0.7680 Epoch 1/1... Step 1730 Discriminator Loss: 0.9725... Generator Loss: 1.3717 Epoch 1/1... Step 1740 Discriminator Loss: 0.8959... Generator Loss: 1.2046 Epoch 1/1... Step 1750 Discriminator Loss: 0.9529... Generator Loss: 1.1645 Epoch 1/1... Step 1760 Discriminator Loss: 1.0372... Generator Loss: 1.7608 Epoch 1/1... Step 1770 Discriminator Loss: 0.8817... Generator Loss: 1.0735 Epoch 1/1... Step 1780 Discriminator Loss: 0.9795... Generator Loss: 0.9767 Epoch 1/1... Step 1790 Discriminator Loss: 1.1621... Generator Loss: 0.8421 Epoch 1/1... Step 1800 Discriminator Loss: 0.9966... Generator Loss: 1.6833
Epoch 1/1... Step 1810 Discriminator Loss: 0.9880... Generator Loss: 0.9516 Epoch 1/1... Step 1820 Discriminator Loss: 0.9644... Generator Loss: 1.0685 Epoch 1/1... Step 1830 Discriminator Loss: 1.0642... Generator Loss: 0.7901 Epoch 1/1... Step 1840 Discriminator Loss: 1.4001... Generator Loss: 1.3860 Epoch 1/1... Step 1850 Discriminator Loss: 0.9213... Generator Loss: 1.0824 Epoch 1/1... Step 1860 Discriminator Loss: 0.7818... Generator Loss: 1.4732 Epoch 1/1... Step 1870 Discriminator Loss: 1.0068... Generator Loss: 1.2996 Epoch 1/1... Step 1880 Discriminator Loss: 1.0250... Generator Loss: 0.8528 Epoch 1/1... Step 1890 Discriminator Loss: 0.7529... Generator Loss: 1.1628 Epoch 1/1... Step 1900 Discriminator Loss: 0.9732... Generator Loss: 0.9640
Epoch 1/1... Step 1910 Discriminator Loss: 1.0106... Generator Loss: 1.1566 Epoch 1/1... Step 1920 Discriminator Loss: 1.0970... Generator Loss: 0.7695 Epoch 1/1... Step 1930 Discriminator Loss: 0.7501... Generator Loss: 1.2571 Epoch 1/1... Step 1940 Discriminator Loss: 1.0342... Generator Loss: 1.5153 Epoch 1/1... Step 1950 Discriminator Loss: 1.2780... Generator Loss: 0.7863 Epoch 1/1... Step 1960 Discriminator Loss: 1.1500... Generator Loss: 0.8985 Epoch 1/1... Step 1970 Discriminator Loss: 1.1003... Generator Loss: 1.5832 Epoch 1/1... Step 1980 Discriminator Loss: 1.0791... Generator Loss: 1.0535 Epoch 1/1... Step 1990 Discriminator Loss: 1.1674... Generator Loss: 1.8533 Epoch 1/1... Step 2000 Discriminator Loss: 1.1811... Generator Loss: 1.1738
Epoch 1/1... Step 2010 Discriminator Loss: 0.9655... Generator Loss: 1.2743 Epoch 1/1... Step 2020 Discriminator Loss: 0.8743... Generator Loss: 1.2150 Epoch 1/1... Step 2030 Discriminator Loss: 1.3720... Generator Loss: 2.6152 Epoch 1/1... Step 2040 Discriminator Loss: 0.9928... Generator Loss: 1.2344 Epoch 1/1... Step 2050 Discriminator Loss: 1.0465... Generator Loss: 0.9363 Epoch 1/1... Step 2060 Discriminator Loss: 0.9606... Generator Loss: 1.1518 Epoch 1/1... Step 2070 Discriminator Loss: 1.1158... Generator Loss: 1.9022 Epoch 1/1... Step 2080 Discriminator Loss: 0.9962... Generator Loss: 0.9139 Epoch 1/1... Step 2090 Discriminator Loss: 0.8895... Generator Loss: 0.9987 Epoch 1/1... Step 2100 Discriminator Loss: 1.0425... Generator Loss: 1.0174
Epoch 1/1... Step 2110 Discriminator Loss: 1.0394... Generator Loss: 0.9467 Epoch 1/1... Step 2120 Discriminator Loss: 1.1543... Generator Loss: 1.1679 Epoch 1/1... Step 2130 Discriminator Loss: 1.3605... Generator Loss: 2.4922 Epoch 1/1... Step 2140 Discriminator Loss: 1.2055... Generator Loss: 0.7568 Epoch 1/1... Step 2150 Discriminator Loss: 0.8846... Generator Loss: 1.1014 Epoch 1/1... Step 2160 Discriminator Loss: 0.9347... Generator Loss: 0.9001 Epoch 1/1... Step 2170 Discriminator Loss: 0.8925... Generator Loss: 0.9326 Epoch 1/1... Step 2180 Discriminator Loss: 1.7059... Generator Loss: 0.3430 Epoch 1/1... Step 2190 Discriminator Loss: 1.1016... Generator Loss: 0.7174 Epoch 1/1... Step 2200 Discriminator Loss: 0.8958... Generator Loss: 1.0361
Epoch 1/1... Step 2210 Discriminator Loss: 1.1517... Generator Loss: 0.9516 Epoch 1/1... Step 2220 Discriminator Loss: 1.0014... Generator Loss: 0.8288 Epoch 1/1... Step 2230 Discriminator Loss: 1.0717... Generator Loss: 0.7882 Epoch 1/1... Step 2240 Discriminator Loss: 1.0474... Generator Loss: 1.0437 Epoch 1/1... Step 2250 Discriminator Loss: 1.1552... Generator Loss: 1.5709 Epoch 1/1... Step 2260 Discriminator Loss: 1.3197... Generator Loss: 0.5690 Epoch 1/1... Step 2270 Discriminator Loss: 1.0648... Generator Loss: 1.2642 Epoch 1/1... Step 2280 Discriminator Loss: 0.8387... Generator Loss: 1.1401 Epoch 1/1... Step 2290 Discriminator Loss: 0.8744... Generator Loss: 1.2503 Epoch 1/1... Step 2300 Discriminator Loss: 0.9269... Generator Loss: 1.6091
Epoch 1/1... Step 2310 Discriminator Loss: 1.0161... Generator Loss: 1.6065 Epoch 1/1... Step 2320 Discriminator Loss: 1.2609... Generator Loss: 0.8635 Epoch 1/1... Step 2330 Discriminator Loss: 1.1371... Generator Loss: 0.9051 Epoch 1/1... Step 2340 Discriminator Loss: 0.9735... Generator Loss: 1.4519 Epoch 1/1... Step 2350 Discriminator Loss: 1.0039... Generator Loss: 1.2759 Epoch 1/1... Step 2360 Discriminator Loss: 1.3981... Generator Loss: 0.5805 Epoch 1/1... Step 2370 Discriminator Loss: 1.0336... Generator Loss: 0.9212 Epoch 1/1... Step 2380 Discriminator Loss: 1.1378... Generator Loss: 0.8156 Epoch 1/1... Step 2390 Discriminator Loss: 1.2026... Generator Loss: 0.7066 Epoch 1/1... Step 2400 Discriminator Loss: 0.8038... Generator Loss: 1.2631
Epoch 1/1... Step 2410 Discriminator Loss: 1.0377... Generator Loss: 0.8858 Epoch 1/1... Step 2420 Discriminator Loss: 1.1728... Generator Loss: 2.0192 Epoch 1/1... Step 2430 Discriminator Loss: 1.3004... Generator Loss: 0.5954 Epoch 1/1... Step 2440 Discriminator Loss: 1.0776... Generator Loss: 1.1246 Epoch 1/1... Step 2450 Discriminator Loss: 1.1200... Generator Loss: 1.4738 Epoch 1/1... Step 2460 Discriminator Loss: 1.1491... Generator Loss: 0.9334 Epoch 1/1... Step 2470 Discriminator Loss: 0.9451... Generator Loss: 1.8866 Epoch 1/1... Step 2480 Discriminator Loss: 0.9456... Generator Loss: 1.0381 Epoch 1/1... Step 2490 Discriminator Loss: 1.1149... Generator Loss: 0.8495 Epoch 1/1... Step 2500 Discriminator Loss: 1.0763... Generator Loss: 0.8980
Epoch 1/1... Step 2510 Discriminator Loss: 1.2364... Generator Loss: 0.9958 Epoch 1/1... Step 2520 Discriminator Loss: 1.0927... Generator Loss: 0.8858 Epoch 1/1... Step 2530 Discriminator Loss: 0.8842... Generator Loss: 1.5527 Epoch 1/1... Step 2540 Discriminator Loss: 1.4889... Generator Loss: 2.5008 Epoch 1/1... Step 2550 Discriminator Loss: 1.0386... Generator Loss: 0.9188 Epoch 1/1... Step 2560 Discriminator Loss: 1.0084... Generator Loss: 0.9625 Epoch 1/1... Step 2570 Discriminator Loss: 1.0069... Generator Loss: 0.9350 Epoch 1/1... Step 2580 Discriminator Loss: 1.0760... Generator Loss: 1.0886 Epoch 1/1... Step 2590 Discriminator Loss: 1.6485... Generator Loss: 2.7953 Epoch 1/1... Step 2600 Discriminator Loss: 0.8287... Generator Loss: 1.3824
Epoch 1/1... Step 2610 Discriminator Loss: 1.1791... Generator Loss: 1.0261 Epoch 1/1... Step 2620 Discriminator Loss: 0.9246... Generator Loss: 1.8424 Epoch 1/1... Step 2630 Discriminator Loss: 1.0015... Generator Loss: 1.0615 Epoch 1/1... Step 2640 Discriminator Loss: 0.9520... Generator Loss: 0.8908 Epoch 1/1... Step 2650 Discriminator Loss: 1.0322... Generator Loss: 0.9818 Epoch 1/1... Step 2660 Discriminator Loss: 0.9217... Generator Loss: 1.2388 Epoch 1/1... Step 2670 Discriminator Loss: 1.0933... Generator Loss: 1.5532 Epoch 1/1... Step 2680 Discriminator Loss: 1.2828... Generator Loss: 0.7848 Epoch 1/1... Step 2690 Discriminator Loss: 1.1316... Generator Loss: 0.7195 Epoch 1/1... Step 2700 Discriminator Loss: 1.0678... Generator Loss: 1.5724
Epoch 1/1... Step 2710 Discriminator Loss: 1.1633... Generator Loss: 0.8233 Epoch 1/1... Step 2720 Discriminator Loss: 1.0046... Generator Loss: 1.0663 Epoch 1/1... Step 2730 Discriminator Loss: 0.8612... Generator Loss: 1.2398 Epoch 1/1... Step 2740 Discriminator Loss: 1.2023... Generator Loss: 0.8073 Epoch 1/1... Step 2750 Discriminator Loss: 1.0269... Generator Loss: 1.1174 Epoch 1/1... Step 2760 Discriminator Loss: 1.0168... Generator Loss: 0.7732 Epoch 1/1... Step 2770 Discriminator Loss: 1.0082... Generator Loss: 1.0736 Epoch 1/1... Step 2780 Discriminator Loss: 0.9771... Generator Loss: 1.0900 Epoch 1/1... Step 2790 Discriminator Loss: 0.8549... Generator Loss: 1.5093 Epoch 1/1... Step 2800 Discriminator Loss: 1.1970... Generator Loss: 0.8522
Epoch 1/1... Step 2810 Discriminator Loss: 1.0623... Generator Loss: 0.7493 Epoch 1/1... Step 2820 Discriminator Loss: 0.9186... Generator Loss: 0.9561 Epoch 1/1... Step 2830 Discriminator Loss: 1.3086... Generator Loss: 0.5760 Epoch 1/1... Step 2840 Discriminator Loss: 1.0544... Generator Loss: 1.6738 Epoch 1/1... Step 2850 Discriminator Loss: 1.0347... Generator Loss: 1.0642 Epoch 1/1... Step 2860 Discriminator Loss: 1.0388... Generator Loss: 1.0919 Epoch 1/1... Step 2870 Discriminator Loss: 1.1522... Generator Loss: 1.0656 Epoch 1/1... Step 2880 Discriminator Loss: 1.0027... Generator Loss: 1.4636 Epoch 1/1... Step 2890 Discriminator Loss: 0.9303... Generator Loss: 1.2255 Epoch 1/1... Step 2900 Discriminator Loss: 0.9635... Generator Loss: 1.5300
Epoch 1/1... Step 2910 Discriminator Loss: 0.9321... Generator Loss: 1.1292 Epoch 1/1... Step 2920 Discriminator Loss: 1.0873... Generator Loss: 1.6357 Epoch 1/1... Step 2930 Discriminator Loss: 0.9670... Generator Loss: 0.9445 Epoch 1/1... Step 2940 Discriminator Loss: 1.0405... Generator Loss: 1.2718 Epoch 1/1... Step 2950 Discriminator Loss: 0.9987... Generator Loss: 1.3629 Epoch 1/1... Step 2960 Discriminator Loss: 1.1118... Generator Loss: 0.8823 Epoch 1/1... Step 2970 Discriminator Loss: 0.8884... Generator Loss: 1.0501 Epoch 1/1... Step 2980 Discriminator Loss: 1.2094... Generator Loss: 0.8565 Epoch 1/1... Step 2990 Discriminator Loss: 1.2162... Generator Loss: 2.2768 Epoch 1/1... Step 3000 Discriminator Loss: 1.0180... Generator Loss: 0.9828
Epoch 1/1... Step 3010 Discriminator Loss: 0.7513... Generator Loss: 1.3152 Epoch 1/1... Step 3020 Discriminator Loss: 1.1683... Generator Loss: 0.7240 Epoch 1/1... Step 3030 Discriminator Loss: 0.7868... Generator Loss: 1.1506 Epoch 1/1... Step 3040 Discriminator Loss: 1.0906... Generator Loss: 1.1637 Epoch 1/1... Step 3050 Discriminator Loss: 1.1062... Generator Loss: 0.9573 Epoch 1/1... Step 3060 Discriminator Loss: 1.5723... Generator Loss: 0.6418 Epoch 1/1... Step 3070 Discriminator Loss: 1.1384... Generator Loss: 0.7206 Epoch 1/1... Step 3080 Discriminator Loss: 1.0352... Generator Loss: 0.8402 Epoch 1/1... Step 3090 Discriminator Loss: 1.1166... Generator Loss: 0.8781 Epoch 1/1... Step 3100 Discriminator Loss: 0.9538... Generator Loss: 0.9634
Epoch 1/1... Step 3110 Discriminator Loss: 0.7891... Generator Loss: 1.3081 Epoch 1/1... Step 3120 Discriminator Loss: 1.0782... Generator Loss: 0.7718 Epoch 1/1... Step 3130 Discriminator Loss: 0.9830... Generator Loss: 1.1033 Epoch 1/1... Step 3140 Discriminator Loss: 0.9164... Generator Loss: 1.0952 Epoch 1/1... Step 3150 Discriminator Loss: 0.8837... Generator Loss: 0.9565 Epoch 1/1... Step 3160 Discriminator Loss: 1.0289... Generator Loss: 1.0313 Epoch 1/1... Step 3170 Discriminator Loss: 0.9187... Generator Loss: 0.9855 Epoch 1/1... Step 3180 Discriminator Loss: 1.0472... Generator Loss: 1.0173 Epoch 1/1... Step 3190 Discriminator Loss: 0.8815... Generator Loss: 1.1939 Epoch 1/1... Step 3200 Discriminator Loss: 1.0352... Generator Loss: 1.0290
Epoch 1/1... Step 3210 Discriminator Loss: 0.9691... Generator Loss: 1.0241 Epoch 1/1... Step 3220 Discriminator Loss: 0.9198... Generator Loss: 1.6839 Epoch 1/1... Step 3230 Discriminator Loss: 0.9186... Generator Loss: 1.0999 Epoch 1/1... Step 3240 Discriminator Loss: 1.0914... Generator Loss: 0.8629 Epoch 1/1... Step 3250 Discriminator Loss: 0.9471... Generator Loss: 1.1618 Epoch 1/1... Step 3260 Discriminator Loss: 1.0712... Generator Loss: 2.0248 Epoch 1/1... Step 3270 Discriminator Loss: 0.9770... Generator Loss: 1.0813 Epoch 1/1... Step 3280 Discriminator Loss: 1.4229... Generator Loss: 0.5204 Epoch 1/1... Step 3290 Discriminator Loss: 0.9734... Generator Loss: 0.9521 Epoch 1/1... Step 3300 Discriminator Loss: 1.2098... Generator Loss: 0.7189
Epoch 1/1... Step 3310 Discriminator Loss: 1.0958... Generator Loss: 1.0042 Epoch 1/1... Step 3320 Discriminator Loss: 1.0104... Generator Loss: 0.9772 Epoch 1/1... Step 3330 Discriminator Loss: 1.0261... Generator Loss: 0.8391 Epoch 1/1... Step 3340 Discriminator Loss: 1.0304... Generator Loss: 0.9025 Epoch 1/1... Step 3350 Discriminator Loss: 1.2573... Generator Loss: 0.6324 Epoch 1/1... Step 3360 Discriminator Loss: 0.8597... Generator Loss: 1.3636 Epoch 1/1... Step 3370 Discriminator Loss: 1.3845... Generator Loss: 0.5014 Epoch 1/1... Step 3380 Discriminator Loss: 0.9789... Generator Loss: 0.9033 Epoch 1/1... Step 3390 Discriminator Loss: 0.9551... Generator Loss: 1.1469 Epoch 1/1... Step 3400 Discriminator Loss: 0.9296... Generator Loss: 1.0924
Epoch 1/1... Step 3410 Discriminator Loss: 1.1841... Generator Loss: 0.6846 Epoch 1/1... Step 3420 Discriminator Loss: 1.0410... Generator Loss: 0.9824 Epoch 1/1... Step 3430 Discriminator Loss: 1.0374... Generator Loss: 1.4681 Epoch 1/1... Step 3440 Discriminator Loss: 1.0024... Generator Loss: 1.1558 Epoch 1/1... Step 3450 Discriminator Loss: 1.0034... Generator Loss: 1.0252 Epoch 1/1... Step 3460 Discriminator Loss: 0.9859... Generator Loss: 1.0896 Epoch 1/1... Step 3470 Discriminator Loss: 1.0647... Generator Loss: 1.1936 Epoch 1/1... Step 3480 Discriminator Loss: 1.0811... Generator Loss: 0.7837 Epoch 1/1... Step 3490 Discriminator Loss: 1.1610... Generator Loss: 0.6891 Epoch 1/1... Step 3500 Discriminator Loss: 1.2272... Generator Loss: 0.6678
Epoch 1/1... Step 3510 Discriminator Loss: 0.9191... Generator Loss: 1.0960 Epoch 1/1... Step 3520 Discriminator Loss: 1.2271... Generator Loss: 0.7006 Epoch 1/1... Step 3530 Discriminator Loss: 1.2986... Generator Loss: 2.6820 Epoch 1/1... Step 3540 Discriminator Loss: 1.0093... Generator Loss: 0.8783 Epoch 1/1... Step 3550 Discriminator Loss: 0.8652... Generator Loss: 1.2503 Epoch 1/1... Step 3560 Discriminator Loss: 1.2564... Generator Loss: 0.5946 Epoch 1/1... Step 3570 Discriminator Loss: 0.9846... Generator Loss: 0.9381 Epoch 1/1... Step 3580 Discriminator Loss: 0.9820... Generator Loss: 1.9375 Epoch 1/1... Step 3590 Discriminator Loss: 1.4287... Generator Loss: 0.5688 Epoch 1/1... Step 3600 Discriminator Loss: 1.0021... Generator Loss: 1.0283
Epoch 1/1... Step 3610 Discriminator Loss: 1.0286... Generator Loss: 0.9010 Epoch 1/1... Step 3620 Discriminator Loss: 0.8466... Generator Loss: 1.3838 Epoch 1/1... Step 3630 Discriminator Loss: 1.0008... Generator Loss: 0.9315 Epoch 1/1... Step 3640 Discriminator Loss: 1.0851... Generator Loss: 0.7225 Epoch 1/1... Step 3650 Discriminator Loss: 0.9037... Generator Loss: 1.1318 Epoch 1/1... Step 3660 Discriminator Loss: 1.0002... Generator Loss: 0.9860 Epoch 1/1... Step 3670 Discriminator Loss: 1.1266... Generator Loss: 0.8282 Epoch 1/1... Step 3680 Discriminator Loss: 0.9596... Generator Loss: 1.0082 Epoch 1/1... Step 3690 Discriminator Loss: 1.5086... Generator Loss: 0.4420 Epoch 1/1... Step 3700 Discriminator Loss: 0.9419... Generator Loss: 1.2855
Epoch 1/1... Step 3710 Discriminator Loss: 1.0408... Generator Loss: 0.9213 Epoch 1/1... Step 3720 Discriminator Loss: 1.0671... Generator Loss: 1.0164 Epoch 1/1... Step 3730 Discriminator Loss: 0.9834... Generator Loss: 1.0825 Epoch 1/1... Step 3740 Discriminator Loss: 0.8465... Generator Loss: 1.4341 Epoch 1/1... Step 3750 Discriminator Loss: 1.0323... Generator Loss: 1.5012 Epoch 1/1... Step 3760 Discriminator Loss: 1.0092... Generator Loss: 0.9186 Epoch 1/1... Step 3770 Discriminator Loss: 0.7444... Generator Loss: 1.3558 Epoch 1/1... Step 3780 Discriminator Loss: 0.8801... Generator Loss: 1.1355 Epoch 1/1... Step 3790 Discriminator Loss: 0.8740... Generator Loss: 1.1877 Epoch 1/1... Step 3800 Discriminator Loss: 1.0950... Generator Loss: 0.7020
Epoch 1/1... Step 3810 Discriminator Loss: 0.7942... Generator Loss: 1.2854 Epoch 1/1... Step 3820 Discriminator Loss: 0.7629... Generator Loss: 1.4563 Epoch 1/1... Step 3830 Discriminator Loss: 1.0828... Generator Loss: 1.2517 Epoch 1/1... Step 3840 Discriminator Loss: 1.0130... Generator Loss: 0.9988 Epoch 1/1... Step 3850 Discriminator Loss: 0.8698... Generator Loss: 1.1234 Epoch 1/1... Step 3860 Discriminator Loss: 1.0406... Generator Loss: 1.2986 Epoch 1/1... Step 3870 Discriminator Loss: 1.0375... Generator Loss: 1.4602 Epoch 1/1... Step 3880 Discriminator Loss: 1.0858... Generator Loss: 1.3864 Epoch 1/1... Step 3890 Discriminator Loss: 0.8970... Generator Loss: 1.4157 Epoch 1/1... Step 3900 Discriminator Loss: 0.8224... Generator Loss: 1.4211
Epoch 1/1... Step 3910 Discriminator Loss: 1.0232... Generator Loss: 1.0830 Epoch 1/1... Step 3920 Discriminator Loss: 0.8891... Generator Loss: 1.0770 Epoch 1/1... Step 3930 Discriminator Loss: 1.1840... Generator Loss: 0.7548 Epoch 1/1... Step 3940 Discriminator Loss: 1.0151... Generator Loss: 1.0163 Epoch 1/1... Step 3950 Discriminator Loss: 0.9168... Generator Loss: 1.1793 Epoch 1/1... Step 3960 Discriminator Loss: 0.9874... Generator Loss: 1.3189 Epoch 1/1... Step 3970 Discriminator Loss: 0.9508... Generator Loss: 1.4553 Epoch 1/1... Step 3980 Discriminator Loss: 1.1995... Generator Loss: 1.8474 Epoch 1/1... Step 3990 Discriminator Loss: 1.0641... Generator Loss: 0.8682 Epoch 1/1... Step 4000 Discriminator Loss: 0.9233... Generator Loss: 1.2850
Epoch 1/1... Step 4010 Discriminator Loss: 1.2270... Generator Loss: 0.6370 Epoch 1/1... Step 4020 Discriminator Loss: 0.9570... Generator Loss: 1.0173 Epoch 1/1... Step 4030 Discriminator Loss: 1.0916... Generator Loss: 0.8124 Epoch 1/1... Step 4040 Discriminator Loss: 1.0634... Generator Loss: 0.8228 Epoch 1/1... Step 4050 Discriminator Loss: 1.5866... Generator Loss: 0.4249 Epoch 1/1... Step 4060 Discriminator Loss: 0.7810... Generator Loss: 1.3342 Epoch 1/1... Step 4070 Discriminator Loss: 1.0908... Generator Loss: 0.9118 Epoch 1/1... Step 4080 Discriminator Loss: 0.9515... Generator Loss: 0.9483 Epoch 1/1... Step 4090 Discriminator Loss: 1.2959... Generator Loss: 0.6252 Epoch 1/1... Step 4100 Discriminator Loss: 1.0611... Generator Loss: 0.8765
Epoch 1/1... Step 4110 Discriminator Loss: 0.9416... Generator Loss: 1.6127 Epoch 1/1... Step 4120 Discriminator Loss: 1.0400... Generator Loss: 0.8313 Epoch 1/1... Step 4130 Discriminator Loss: 1.1895... Generator Loss: 0.7109 Epoch 1/1... Step 4140 Discriminator Loss: 0.9197... Generator Loss: 1.4228 Epoch 1/1... Step 4150 Discriminator Loss: 1.0082... Generator Loss: 0.8649 Epoch 1/1... Step 4160 Discriminator Loss: 1.0744... Generator Loss: 0.7943 Epoch 1/1... Step 4170 Discriminator Loss: 1.0906... Generator Loss: 0.8851 Epoch 1/1... Step 4180 Discriminator Loss: 0.9380... Generator Loss: 1.0057 Epoch 1/1... Step 4190 Discriminator Loss: 0.7550... Generator Loss: 1.3155 Epoch 1/1... Step 4200 Discriminator Loss: 1.2174... Generator Loss: 0.6827
Epoch 1/1... Step 4210 Discriminator Loss: 1.4618... Generator Loss: 0.5405 Epoch 1/1... Step 4220 Discriminator Loss: 1.0662... Generator Loss: 0.7985 Epoch 1/1... Step 4230 Discriminator Loss: 1.1659... Generator Loss: 0.7035 Epoch 1/1... Step 4240 Discriminator Loss: 0.9861... Generator Loss: 0.8914 Epoch 1/1... Step 4250 Discriminator Loss: 1.0296... Generator Loss: 1.4481 Epoch 1/1... Step 4260 Discriminator Loss: 1.0075... Generator Loss: 1.2632 Epoch 1/1... Step 4270 Discriminator Loss: 0.8640... Generator Loss: 1.1486 Epoch 1/1... Step 4280 Discriminator Loss: 1.0195... Generator Loss: 0.9977 Epoch 1/1... Step 4290 Discriminator Loss: 0.9272... Generator Loss: 1.0662 Epoch 1/1... Step 4300 Discriminator Loss: 0.9456... Generator Loss: 2.0562
Epoch 1/1... Step 4310 Discriminator Loss: 1.0212... Generator Loss: 1.0471 Epoch 1/1... Step 4320 Discriminator Loss: 1.2116... Generator Loss: 0.6543 Epoch 1/1... Step 4330 Discriminator Loss: 0.9658... Generator Loss: 0.8605 Epoch 1/1... Step 4340 Discriminator Loss: 1.1869... Generator Loss: 0.7524 Epoch 1/1... Step 4350 Discriminator Loss: 0.9697... Generator Loss: 1.2669 Epoch 1/1... Step 4360 Discriminator Loss: 1.0249... Generator Loss: 0.8819 Epoch 1/1... Step 4370 Discriminator Loss: 0.8373... Generator Loss: 1.1410 Epoch 1/1... Step 4380 Discriminator Loss: 0.9628... Generator Loss: 1.4733 Epoch 1/1... Step 4390 Discriminator Loss: 1.0972... Generator Loss: 0.8116 Epoch 1/1... Step 4400 Discriminator Loss: 0.9464... Generator Loss: 1.1118
Epoch 1/1... Step 4410 Discriminator Loss: 0.9321... Generator Loss: 0.9938 Epoch 1/1... Step 4420 Discriminator Loss: 0.9660... Generator Loss: 0.8809 Epoch 1/1... Step 4430 Discriminator Loss: 1.0228... Generator Loss: 1.0269 Epoch 1/1... Step 4440 Discriminator Loss: 1.0811... Generator Loss: 0.7965 Epoch 1/1... Step 4450 Discriminator Loss: 1.0478... Generator Loss: 0.7785 Epoch 1/1... Step 4460 Discriminator Loss: 1.2310... Generator Loss: 1.7217 Epoch 1/1... Step 4470 Discriminator Loss: 1.0196... Generator Loss: 1.6485 Epoch 1/1... Step 4480 Discriminator Loss: 1.4910... Generator Loss: 0.4886 Epoch 1/1... Step 4490 Discriminator Loss: 0.8406... Generator Loss: 1.2113 Epoch 1/1... Step 4500 Discriminator Loss: 1.0862... Generator Loss: 0.8026
Epoch 1/1... Step 4510 Discriminator Loss: 0.8760... Generator Loss: 1.1172 Epoch 1/1... Step 4520 Discriminator Loss: 0.9535... Generator Loss: 1.0148 Epoch 1/1... Step 4530 Discriminator Loss: 1.1885... Generator Loss: 0.6618 Epoch 1/1... Step 4540 Discriminator Loss: 0.9321... Generator Loss: 1.2386 Epoch 1/1... Step 4550 Discriminator Loss: 1.1059... Generator Loss: 0.7928 Epoch 1/1... Step 4560 Discriminator Loss: 1.1356... Generator Loss: 0.8204 Epoch 1/1... Step 4570 Discriminator Loss: 1.1105... Generator Loss: 0.8769 Epoch 1/1... Step 4580 Discriminator Loss: 0.8393... Generator Loss: 1.4841 Epoch 1/1... Step 4590 Discriminator Loss: 0.9414... Generator Loss: 1.1068 Epoch 1/1... Step 4600 Discriminator Loss: 0.7841... Generator Loss: 1.4910
Epoch 1/1... Step 4610 Discriminator Loss: 0.9654... Generator Loss: 1.1456 Epoch 1/1... Step 4620 Discriminator Loss: 1.1108... Generator Loss: 0.7434 Epoch 1/1... Step 4630 Discriminator Loss: 0.9334... Generator Loss: 1.1183 Epoch 1/1... Step 4640 Discriminator Loss: 0.9758... Generator Loss: 0.9608 Epoch 1/1... Step 4650 Discriminator Loss: 0.8966... Generator Loss: 1.1628 Epoch 1/1... Step 4660 Discriminator Loss: 0.9804... Generator Loss: 0.9394 Epoch 1/1... Step 4670 Discriminator Loss: 1.0105... Generator Loss: 1.6813 Epoch 1/1... Step 4680 Discriminator Loss: 2.1788... Generator Loss: 0.2167 Epoch 1/1... Step 4690 Discriminator Loss: 1.5791... Generator Loss: 0.4017 Epoch 1/1... Step 4700 Discriminator Loss: 1.0215... Generator Loss: 0.8706
Epoch 1/1... Step 4710 Discriminator Loss: 0.9612... Generator Loss: 1.0172 Epoch 1/1... Step 4720 Discriminator Loss: 0.9387... Generator Loss: 0.9625 Epoch 1/1... Step 4730 Discriminator Loss: 1.0086... Generator Loss: 0.8216 Epoch 1/1... Step 4740 Discriminator Loss: 1.1044... Generator Loss: 0.8189 Epoch 1/1... Step 4750 Discriminator Loss: 0.9787... Generator Loss: 0.9601 Epoch 1/1... Step 4760 Discriminator Loss: 0.8809... Generator Loss: 1.2095 Epoch 1/1... Step 4770 Discriminator Loss: 0.8016... Generator Loss: 1.3372 Epoch 1/1... Step 4780 Discriminator Loss: 0.9127... Generator Loss: 1.2574 Epoch 1/1... Step 4790 Discriminator Loss: 1.1218... Generator Loss: 0.7701 Epoch 1/1... Step 4800 Discriminator Loss: 1.0417... Generator Loss: 0.8758
Epoch 1/1... Step 4810 Discriminator Loss: 0.8803... Generator Loss: 1.1806 Epoch 1/1... Step 4820 Discriminator Loss: 0.8975... Generator Loss: 1.1537 Epoch 1/1... Step 4830 Discriminator Loss: 0.8520... Generator Loss: 1.2467 Epoch 1/1... Step 4840 Discriminator Loss: 0.8236... Generator Loss: 1.1083 Epoch 1/1... Step 4850 Discriminator Loss: 0.8662... Generator Loss: 1.5858 Epoch 1/1... Step 4860 Discriminator Loss: 1.0036... Generator Loss: 0.9267 Epoch 1/1... Step 4870 Discriminator Loss: 1.1715... Generator Loss: 0.7190 Epoch 1/1... Step 4880 Discriminator Loss: 0.8101... Generator Loss: 1.3504 Epoch 1/1... Step 4890 Discriminator Loss: 1.1510... Generator Loss: 0.7979 Epoch 1/1... Step 4900 Discriminator Loss: 1.1668... Generator Loss: 0.7544
Epoch 1/1... Step 4910 Discriminator Loss: 1.1864... Generator Loss: 0.6956 Epoch 1/1... Step 4920 Discriminator Loss: 1.0940... Generator Loss: 0.7252 Epoch 1/1... Step 4930 Discriminator Loss: 1.1663... Generator Loss: 0.7636 Epoch 1/1... Step 4940 Discriminator Loss: 0.8093... Generator Loss: 1.4465 Epoch 1/1... Step 4950 Discriminator Loss: 0.8063... Generator Loss: 1.2497 Epoch 1/1... Step 4960 Discriminator Loss: 0.8917... Generator Loss: 1.3612 Epoch 1/1... Step 4970 Discriminator Loss: 1.0008... Generator Loss: 0.9329 Epoch 1/1... Step 4980 Discriminator Loss: 1.0800... Generator Loss: 0.7732 Epoch 1/1... Step 4990 Discriminator Loss: 1.0704... Generator Loss: 0.8501 Epoch 1/1... Step 5000 Discriminator Loss: 1.0666... Generator Loss: 1.0945
Epoch 1/1... Step 5010 Discriminator Loss: 1.0247... Generator Loss: 0.8782 Epoch 1/1... Step 5020 Discriminator Loss: 1.3441... Generator Loss: 0.5990 Epoch 1/1... Step 5030 Discriminator Loss: 0.9566... Generator Loss: 1.0980 Epoch 1/1... Step 5040 Discriminator Loss: 0.9137... Generator Loss: 1.2398 Epoch 1/1... Step 5050 Discriminator Loss: 0.8346... Generator Loss: 1.3309 Epoch 1/1... Step 5060 Discriminator Loss: 0.9460... Generator Loss: 1.0006 Epoch 1/1... Step 5070 Discriminator Loss: 1.0062... Generator Loss: 0.9349 Epoch 1/1... Step 5080 Discriminator Loss: 0.8151... Generator Loss: 1.3992 Epoch 1/1... Step 5090 Discriminator Loss: 1.0016... Generator Loss: 1.9078 Epoch 1/1... Step 5100 Discriminator Loss: 0.9284... Generator Loss: 1.0117
Epoch 1/1... Step 5110 Discriminator Loss: 0.9815... Generator Loss: 0.8439 Epoch 1/1... Step 5120 Discriminator Loss: 1.3935... Generator Loss: 0.5563 Epoch 1/1... Step 5130 Discriminator Loss: 0.9546... Generator Loss: 1.5926 Epoch 1/1... Step 5140 Discriminator Loss: 1.0083... Generator Loss: 0.9521 Epoch 1/1... Step 5150 Discriminator Loss: 1.1617... Generator Loss: 0.8297 Epoch 1/1... Step 5160 Discriminator Loss: 1.1373... Generator Loss: 0.8475 Epoch 1/1... Step 5170 Discriminator Loss: 0.8838... Generator Loss: 1.8799 Epoch 1/1... Step 5180 Discriminator Loss: 0.8367... Generator Loss: 1.6324 Epoch 1/1... Step 5190 Discriminator Loss: 0.9936... Generator Loss: 0.9039 Epoch 1/1... Step 5200 Discriminator Loss: 1.4973... Generator Loss: 3.2454
Epoch 1/1... Step 5210 Discriminator Loss: 0.9969... Generator Loss: 0.8834 Epoch 1/1... Step 5220 Discriminator Loss: 1.0592... Generator Loss: 0.9300 Epoch 1/1... Step 5230 Discriminator Loss: 1.0837... Generator Loss: 0.8036 Epoch 1/1... Step 5240 Discriminator Loss: 0.7648... Generator Loss: 1.5062 Epoch 1/1... Step 5250 Discriminator Loss: 1.3463... Generator Loss: 0.6208 Epoch 1/1... Step 5260 Discriminator Loss: 1.0113... Generator Loss: 0.9337 Epoch 1/1... Step 5270 Discriminator Loss: 0.9817... Generator Loss: 1.0718 Epoch 1/1... Step 5280 Discriminator Loss: 0.9466... Generator Loss: 1.4773 Epoch 1/1... Step 5290 Discriminator Loss: 1.3068... Generator Loss: 0.5674 Epoch 1/1... Step 5300 Discriminator Loss: 0.7760... Generator Loss: 1.3411
Epoch 1/1... Step 5310 Discriminator Loss: 0.9364... Generator Loss: 1.0490 Epoch 1/1... Step 5320 Discriminator Loss: 1.2311... Generator Loss: 0.6914 Epoch 1/1... Step 5330 Discriminator Loss: 1.0680... Generator Loss: 0.8029 Epoch 1/1... Step 5340 Discriminator Loss: 1.5771... Generator Loss: 0.4162 Epoch 1/1... Step 5350 Discriminator Loss: 1.0047... Generator Loss: 1.2561 Epoch 1/1... Step 5360 Discriminator Loss: 1.0607... Generator Loss: 0.8623 Epoch 1/1... Step 5370 Discriminator Loss: 0.8139... Generator Loss: 1.5460 Epoch 1/1... Step 5380 Discriminator Loss: 0.8507... Generator Loss: 1.2778 Epoch 1/1... Step 5390 Discriminator Loss: 0.9584... Generator Loss: 1.0607 Epoch 1/1... Step 5400 Discriminator Loss: 0.9835... Generator Loss: 0.9202
Epoch 1/1... Step 5410 Discriminator Loss: 0.9375... Generator Loss: 1.0454 Epoch 1/1... Step 5420 Discriminator Loss: 0.8116... Generator Loss: 1.6091 Epoch 1/1... Step 5430 Discriminator Loss: 1.2251... Generator Loss: 0.6220 Epoch 1/1... Step 5440 Discriminator Loss: 1.2128... Generator Loss: 0.6434 Epoch 1/1... Step 5450 Discriminator Loss: 0.8049... Generator Loss: 1.4953 Epoch 1/1... Step 5460 Discriminator Loss: 1.1286... Generator Loss: 0.6899 Epoch 1/1... Step 5470 Discriminator Loss: 0.8058... Generator Loss: 1.2373 Epoch 1/1... Step 5480 Discriminator Loss: 1.5178... Generator Loss: 0.4265 Epoch 1/1... Step 5490 Discriminator Loss: 0.9052... Generator Loss: 0.9827 Epoch 1/1... Step 5500 Discriminator Loss: 0.9744... Generator Loss: 1.2732
Epoch 1/1... Step 5510 Discriminator Loss: 0.8121... Generator Loss: 1.9063 Epoch 1/1... Step 5520 Discriminator Loss: 1.1894... Generator Loss: 0.8062 Epoch 1/1... Step 5530 Discriminator Loss: 0.9844... Generator Loss: 1.1594 Epoch 1/1... Step 5540 Discriminator Loss: 0.8335... Generator Loss: 1.5894 Epoch 1/1... Step 5550 Discriminator Loss: 0.9395... Generator Loss: 0.9165 Epoch 1/1... Step 5560 Discriminator Loss: 0.9915... Generator Loss: 0.9943 Epoch 1/1... Step 5570 Discriminator Loss: 0.9355... Generator Loss: 1.1284 Epoch 1/1... Step 5580 Discriminator Loss: 0.9553... Generator Loss: 0.9441 Epoch 1/1... Step 5590 Discriminator Loss: 0.8764... Generator Loss: 1.1624 Epoch 1/1... Step 5600 Discriminator Loss: 0.9320... Generator Loss: 1.0020
Epoch 1/1... Step 5610 Discriminator Loss: 1.2997... Generator Loss: 0.6171 Epoch 1/1... Step 5620 Discriminator Loss: 1.2997... Generator Loss: 0.6303 Epoch 1/1... Step 5630 Discriminator Loss: 0.9101... Generator Loss: 1.1582 Epoch 1/1... Step 5640 Discriminator Loss: 0.9453... Generator Loss: 1.2066 Epoch 1/1... Step 5650 Discriminator Loss: 1.5915... Generator Loss: 0.4571 Epoch 1/1... Step 5660 Discriminator Loss: 0.9310... Generator Loss: 1.5225 Epoch 1/1... Step 5670 Discriminator Loss: 0.7924... Generator Loss: 1.3913 Epoch 1/1... Step 5680 Discriminator Loss: 1.0366... Generator Loss: 0.9331 Epoch 1/1... Step 5690 Discriminator Loss: 1.4059... Generator Loss: 0.5598 Epoch 1/1... Step 5700 Discriminator Loss: 0.9788... Generator Loss: 0.8879
Epoch 1/1... Step 5710 Discriminator Loss: 0.8538... Generator Loss: 1.4505 Epoch 1/1... Step 5720 Discriminator Loss: 0.8872... Generator Loss: 1.3697 Epoch 1/1... Step 5730 Discriminator Loss: 1.1577... Generator Loss: 0.7620 Epoch 1/1... Step 5740 Discriminator Loss: 0.8011... Generator Loss: 1.3056 Epoch 1/1... Step 5750 Discriminator Loss: 1.5209... Generator Loss: 0.4816 Epoch 1/1... Step 5760 Discriminator Loss: 1.3364... Generator Loss: 0.6569 Epoch 1/1... Step 5770 Discriminator Loss: 0.7670... Generator Loss: 1.7126 Epoch 1/1... Step 5780 Discriminator Loss: 0.9697... Generator Loss: 1.0720 Epoch 1/1... Step 5790 Discriminator Loss: 0.7859... Generator Loss: 1.2963 Epoch 1/1... Step 5800 Discriminator Loss: 1.6349... Generator Loss: 0.3852
Epoch 1/1... Step 5810 Discriminator Loss: 0.8113... Generator Loss: 1.6449 Epoch 1/1... Step 5820 Discriminator Loss: 1.0000... Generator Loss: 1.2045 Epoch 1/1... Step 5830 Discriminator Loss: 0.9620... Generator Loss: 1.0891 Epoch 1/1... Step 5840 Discriminator Loss: 0.8491... Generator Loss: 1.4235 Epoch 1/1... Step 5850 Discriminator Loss: 0.7548... Generator Loss: 1.4107 Epoch 1/1... Step 5860 Discriminator Loss: 0.8977... Generator Loss: 1.1103 Epoch 1/1... Step 5870 Discriminator Loss: 1.1653... Generator Loss: 0.7285 Epoch 1/1... Step 5880 Discriminator Loss: 0.9459... Generator Loss: 1.0033 Epoch 1/1... Step 5890 Discriminator Loss: 1.0701... Generator Loss: 0.8173 Epoch 1/1... Step 5900 Discriminator Loss: 0.8757... Generator Loss: 2.0502
Epoch 1/1... Step 5910 Discriminator Loss: 0.8895... Generator Loss: 1.5466 Epoch 1/1... Step 5920 Discriminator Loss: 0.9170... Generator Loss: 1.2778 Epoch 1/1... Step 5930 Discriminator Loss: 0.9971... Generator Loss: 1.1430 Epoch 1/1... Step 5940 Discriminator Loss: 0.9543... Generator Loss: 0.9900 Epoch 1/1... Step 5950 Discriminator Loss: 0.8730... Generator Loss: 1.3281 Epoch 1/1... Step 5960 Discriminator Loss: 0.9276... Generator Loss: 1.1008 Epoch 1/1... Step 5970 Discriminator Loss: 1.0996... Generator Loss: 1.2518 Epoch 1/1... Step 5980 Discriminator Loss: 1.1332... Generator Loss: 0.8331 Epoch 1/1... Step 5990 Discriminator Loss: 1.1427... Generator Loss: 0.8135 Epoch 1/1... Step 6000 Discriminator Loss: 1.1577... Generator Loss: 0.7036
Epoch 1/1... Step 6010 Discriminator Loss: 1.2960... Generator Loss: 0.5939 Epoch 1/1... Step 6020 Discriminator Loss: 0.8852... Generator Loss: 1.1313 Epoch 1/1... Step 6030 Discriminator Loss: 0.8499... Generator Loss: 1.1631 Epoch 1/1... Step 6040 Discriminator Loss: 0.9074... Generator Loss: 1.0990 Epoch 1/1... Step 6050 Discriminator Loss: 0.9511... Generator Loss: 1.0230 Epoch 1/1... Step 6060 Discriminator Loss: 1.4915... Generator Loss: 0.4495 Epoch 1/1... Step 6070 Discriminator Loss: 0.8412... Generator Loss: 1.2380 Epoch 1/1... Step 6080 Discriminator Loss: 0.8139... Generator Loss: 1.2213 Epoch 1/1... Step 6090 Discriminator Loss: 1.5804... Generator Loss: 0.4245 Epoch 1/1... Step 6100 Discriminator Loss: 0.8526... Generator Loss: 1.2976
Epoch 1/1... Step 6110 Discriminator Loss: 1.1183... Generator Loss: 0.8123 Epoch 1/1... Step 6120 Discriminator Loss: 1.0445... Generator Loss: 2.1915 Epoch 1/1... Step 6130 Discriminator Loss: 0.9108... Generator Loss: 1.0814 Epoch 1/1... Step 6140 Discriminator Loss: 0.8115... Generator Loss: 1.3210 Epoch 1/1... Step 6150 Discriminator Loss: 0.9196... Generator Loss: 1.0321 Epoch 1/1... Step 6160 Discriminator Loss: 0.9642... Generator Loss: 1.0094 Epoch 1/1... Step 6170 Discriminator Loss: 1.0469... Generator Loss: 0.8772 Epoch 1/1... Step 6180 Discriminator Loss: 0.8233... Generator Loss: 1.6135 Epoch 1/1... Step 6190 Discriminator Loss: 0.9516... Generator Loss: 0.9183 Epoch 1/1... Step 6200 Discriminator Loss: 1.0599... Generator Loss: 0.8021
Epoch 1/1... Step 6210 Discriminator Loss: 0.9721... Generator Loss: 0.9656 Epoch 1/1... Step 6220 Discriminator Loss: 1.1045... Generator Loss: 0.7167 Epoch 1/1... Step 6230 Discriminator Loss: 0.7722... Generator Loss: 1.6270 Epoch 1/1... Step 6240 Discriminator Loss: 0.8388... Generator Loss: 1.2711 Epoch 1/1... Step 6250 Discriminator Loss: 1.0982... Generator Loss: 0.7138 Epoch 1/1... Step 6260 Discriminator Loss: 0.6571... Generator Loss: 1.6734 Epoch 1/1... Step 6270 Discriminator Loss: 1.0854... Generator Loss: 0.8391 Epoch 1/1... Step 6280 Discriminator Loss: 0.8148... Generator Loss: 1.2983 Epoch 1/1... Step 6290 Discriminator Loss: 1.0471... Generator Loss: 0.8745 Epoch 1/1... Step 6300 Discriminator Loss: 0.9322... Generator Loss: 0.9967
Epoch 1/1... Step 6310 Discriminator Loss: 0.9574... Generator Loss: 0.9330 Epoch 1/1... Step 6320 Discriminator Loss: 0.8328... Generator Loss: 1.2311 Epoch 1/1... Step 6330 Discriminator Loss: 0.9854... Generator Loss: 0.9930
In [55]:
batch_size = 32
z_dim = 50
learning_rate = 0.002
beta1 = 0.4
tf.reset_default_graph()
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 1
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/1... Step 10 Discriminator Loss: 2.3116... Generator Loss: 10.7501 Epoch 1/1... Step 20 Discriminator Loss: 2.1019... Generator Loss: 0.3307 Epoch 1/1... Step 30 Discriminator Loss: 0.8379... Generator Loss: 3.1658 Epoch 1/1... Step 40 Discriminator Loss: 0.6900... Generator Loss: 1.8350 Epoch 1/1... Step 50 Discriminator Loss: 1.4268... Generator Loss: 0.5388 Epoch 1/1... Step 60 Discriminator Loss: 1.0029... Generator Loss: 1.6581 Epoch 1/1... Step 70 Discriminator Loss: 1.2134... Generator Loss: 1.5652 Epoch 1/1... Step 80 Discriminator Loss: 1.0440... Generator Loss: 0.7518 Epoch 1/1... Step 90 Discriminator Loss: 0.9907... Generator Loss: 0.8476 Epoch 1/1... Step 100 Discriminator Loss: 0.9723... Generator Loss: 1.2431
Epoch 1/1... Step 110 Discriminator Loss: 0.7136... Generator Loss: 1.8511 Epoch 1/1... Step 120 Discriminator Loss: 0.9389... Generator Loss: 1.1809 Epoch 1/1... Step 130 Discriminator Loss: 1.2966... Generator Loss: 0.6274 Epoch 1/1... Step 140 Discriminator Loss: 1.0723... Generator Loss: 1.6274 Epoch 1/1... Step 150 Discriminator Loss: 2.6092... Generator Loss: 2.8980 Epoch 1/1... Step 160 Discriminator Loss: 1.9404... Generator Loss: 0.2460 Epoch 1/1... Step 170 Discriminator Loss: 1.3288... Generator Loss: 0.9053 Epoch 1/1... Step 180 Discriminator Loss: 2.4794... Generator Loss: 0.1829 Epoch 1/1... Step 190 Discriminator Loss: 1.5740... Generator Loss: 0.4150 Epoch 1/1... Step 200 Discriminator Loss: 1.3839... Generator Loss: 1.2536
Epoch 1/1... Step 210 Discriminator Loss: 1.0714... Generator Loss: 1.0091 Epoch 1/1... Step 220 Discriminator Loss: 0.7817... Generator Loss: 1.9187 Epoch 1/1... Step 230 Discriminator Loss: 1.3954... Generator Loss: 0.6916 Epoch 1/1... Step 240 Discriminator Loss: 1.2466... Generator Loss: 0.7885 Epoch 1/1... Step 250 Discriminator Loss: 1.3900... Generator Loss: 1.5020 Epoch 1/1... Step 260 Discriminator Loss: 1.3298... Generator Loss: 1.5379 Epoch 1/1... Step 270 Discriminator Loss: 1.1606... Generator Loss: 1.3312 Epoch 1/1... Step 280 Discriminator Loss: 1.3764... Generator Loss: 1.6609 Epoch 1/1... Step 290 Discriminator Loss: 1.0270... Generator Loss: 0.8605 Epoch 1/1... Step 300 Discriminator Loss: 1.0088... Generator Loss: 1.2382
Epoch 1/1... Step 310 Discriminator Loss: 3.0084... Generator Loss: 0.0851 Epoch 1/1... Step 320 Discriminator Loss: 1.2072... Generator Loss: 0.8007 Epoch 1/1... Step 330 Discriminator Loss: 1.2597... Generator Loss: 0.9295 Epoch 1/1... Step 340 Discriminator Loss: 1.8752... Generator Loss: 0.3345 Epoch 1/1... Step 350 Discriminator Loss: 1.3143... Generator Loss: 0.6255 Epoch 1/1... Step 360 Discriminator Loss: 1.9448... Generator Loss: 2.3177 Epoch 1/1... Step 370 Discriminator Loss: 1.1971... Generator Loss: 0.9433 Epoch 1/1... Step 380 Discriminator Loss: 1.2068... Generator Loss: 0.9356 Epoch 1/1... Step 390 Discriminator Loss: 1.2709... Generator Loss: 0.8159 Epoch 1/1... Step 400 Discriminator Loss: 1.3848... Generator Loss: 2.2748
Epoch 1/1... Step 410 Discriminator Loss: 1.5294... Generator Loss: 0.5359 Epoch 1/1... Step 420 Discriminator Loss: 1.0904... Generator Loss: 0.8948 Epoch 1/1... Step 430 Discriminator Loss: 1.2716... Generator Loss: 0.6039 Epoch 1/1... Step 440 Discriminator Loss: 1.2853... Generator Loss: 0.9275 Epoch 1/1... Step 450 Discriminator Loss: 1.6031... Generator Loss: 0.4777 Epoch 1/1... Step 460 Discriminator Loss: 1.1529... Generator Loss: 0.8183 Epoch 1/1... Step 470 Discriminator Loss: 0.6592... Generator Loss: 1.4236 Epoch 1/1... Step 480 Discriminator Loss: 1.1505... Generator Loss: 1.8731 Epoch 1/1... Step 490 Discriminator Loss: 1.1599... Generator Loss: 0.7833 Epoch 1/1... Step 500 Discriminator Loss: 1.0637... Generator Loss: 1.6559
Epoch 1/1... Step 510 Discriminator Loss: 1.0000... Generator Loss: 0.8100 Epoch 1/1... Step 520 Discriminator Loss: 1.1271... Generator Loss: 1.6285 Epoch 1/1... Step 530 Discriminator Loss: 1.2831... Generator Loss: 0.6809 Epoch 1/1... Step 540 Discriminator Loss: 1.2333... Generator Loss: 1.0323 Epoch 1/1... Step 550 Discriminator Loss: 1.1546... Generator Loss: 0.6696 Epoch 1/1... Step 560 Discriminator Loss: 1.3324... Generator Loss: 0.5201 Epoch 1/1... Step 570 Discriminator Loss: 1.0003... Generator Loss: 1.3782 Epoch 1/1... Step 580 Discriminator Loss: 0.9253... Generator Loss: 1.1004 Epoch 1/1... Step 590 Discriminator Loss: 1.3099... Generator Loss: 0.5906 Epoch 1/1... Step 600 Discriminator Loss: 1.1829... Generator Loss: 0.9227
Epoch 1/1... Step 610 Discriminator Loss: 0.8966... Generator Loss: 1.5080 Epoch 1/1... Step 620 Discriminator Loss: 1.3689... Generator Loss: 1.3426 Epoch 1/1... Step 630 Discriminator Loss: 1.3640... Generator Loss: 1.2238 Epoch 1/1... Step 640 Discriminator Loss: 1.1809... Generator Loss: 0.7237 Epoch 1/1... Step 650 Discriminator Loss: 1.3606... Generator Loss: 0.6514 Epoch 1/1... Step 660 Discriminator Loss: 1.1638... Generator Loss: 1.0497 Epoch 1/1... Step 670 Discriminator Loss: 0.7848... Generator Loss: 1.3336 Epoch 1/1... Step 680 Discriminator Loss: 1.3368... Generator Loss: 0.7710 Epoch 1/1... Step 690 Discriminator Loss: 0.6918... Generator Loss: 1.8228 Epoch 1/1... Step 700 Discriminator Loss: 1.1099... Generator Loss: 1.4325
Epoch 1/1... Step 710 Discriminator Loss: 1.0131... Generator Loss: 1.3330 Epoch 1/1... Step 720 Discriminator Loss: 1.3104... Generator Loss: 1.5339 Epoch 1/1... Step 730 Discriminator Loss: 1.2277... Generator Loss: 1.5153 Epoch 1/1... Step 740 Discriminator Loss: 1.2615... Generator Loss: 1.6165 Epoch 1/1... Step 750 Discriminator Loss: 1.4962... Generator Loss: 0.8444 Epoch 1/1... Step 760 Discriminator Loss: 0.8565... Generator Loss: 1.3733 Epoch 1/1... Step 770 Discriminator Loss: 1.4821... Generator Loss: 1.2334 Epoch 1/1... Step 780 Discriminator Loss: 1.2799... Generator Loss: 1.0050 Epoch 1/1... Step 790 Discriminator Loss: 1.1167... Generator Loss: 1.0536 Epoch 1/1... Step 800 Discriminator Loss: 1.2493... Generator Loss: 0.8062
Epoch 1/1... Step 810 Discriminator Loss: 1.3682... Generator Loss: 0.5742 Epoch 1/1... Step 820 Discriminator Loss: 0.7215... Generator Loss: 1.5998 Epoch 1/1... Step 830 Discriminator Loss: 1.0176... Generator Loss: 0.9276 Epoch 1/1... Step 840 Discriminator Loss: 1.1063... Generator Loss: 0.8722 Epoch 1/1... Step 850 Discriminator Loss: 1.3146... Generator Loss: 0.9555 Epoch 1/1... Step 860 Discriminator Loss: 1.1684... Generator Loss: 0.6921 Epoch 1/1... Step 870 Discriminator Loss: 0.9951... Generator Loss: 1.4284 Epoch 1/1... Step 880 Discriminator Loss: 1.1437... Generator Loss: 0.8319 Epoch 1/1... Step 890 Discriminator Loss: 1.3756... Generator Loss: 0.7371 Epoch 1/1... Step 900 Discriminator Loss: 1.5834... Generator Loss: 0.4404
Epoch 1/1... Step 910 Discriminator Loss: 1.2681... Generator Loss: 1.2203 Epoch 1/1... Step 920 Discriminator Loss: 0.9984... Generator Loss: 0.8488 Epoch 1/1... Step 930 Discriminator Loss: 0.9023... Generator Loss: 1.1984 Epoch 1/1... Step 940 Discriminator Loss: 1.1761... Generator Loss: 0.9759 Epoch 1/1... Step 950 Discriminator Loss: 1.3263... Generator Loss: 0.8744 Epoch 1/1... Step 960 Discriminator Loss: 1.2143... Generator Loss: 1.0229 Epoch 1/1... Step 970 Discriminator Loss: 0.8144... Generator Loss: 1.3517 Epoch 1/1... Step 980 Discriminator Loss: 0.8114... Generator Loss: 1.1728 Epoch 1/1... Step 990 Discriminator Loss: 0.9182... Generator Loss: 0.8874 Epoch 1/1... Step 1000 Discriminator Loss: 1.2343... Generator Loss: 1.3289
Epoch 1/1... Step 1010 Discriminator Loss: 0.9701... Generator Loss: 1.9626 Epoch 1/1... Step 1020 Discriminator Loss: 0.8610... Generator Loss: 0.9672 Epoch 1/1... Step 1030 Discriminator Loss: 1.2646... Generator Loss: 0.8834 Epoch 1/1... Step 1040 Discriminator Loss: 1.2926... Generator Loss: 0.8863 Epoch 1/1... Step 1050 Discriminator Loss: 1.2851... Generator Loss: 0.8726 Epoch 1/1... Step 1060 Discriminator Loss: 1.3004... Generator Loss: 1.3187 Epoch 1/1... Step 1070 Discriminator Loss: 1.0738... Generator Loss: 0.7653 Epoch 1/1... Step 1080 Discriminator Loss: 1.1321... Generator Loss: 0.7895 Epoch 1/1... Step 1090 Discriminator Loss: 1.3160... Generator Loss: 1.5728 Epoch 1/1... Step 1100 Discriminator Loss: 1.0217... Generator Loss: 0.8906
Epoch 1/1... Step 1110 Discriminator Loss: 1.1738... Generator Loss: 1.1570 Epoch 1/1... Step 1120 Discriminator Loss: 1.3836... Generator Loss: 0.9310 Epoch 1/1... Step 1130 Discriminator Loss: 1.0554... Generator Loss: 1.4702 Epoch 1/1... Step 1140 Discriminator Loss: 1.0947... Generator Loss: 1.0416 Epoch 1/1... Step 1150 Discriminator Loss: 0.9219... Generator Loss: 0.9117 Epoch 1/1... Step 1160 Discriminator Loss: 1.4053... Generator Loss: 0.7511 Epoch 1/1... Step 1170 Discriminator Loss: 1.1711... Generator Loss: 0.9739 Epoch 1/1... Step 1180 Discriminator Loss: 1.2062... Generator Loss: 0.9740 Epoch 1/1... Step 1190 Discriminator Loss: 1.2100... Generator Loss: 0.8892 Epoch 1/1... Step 1200 Discriminator Loss: 1.1497... Generator Loss: 1.0552
Epoch 1/1... Step 1210 Discriminator Loss: 2.4494... Generator Loss: 0.2240 Epoch 1/1... Step 1220 Discriminator Loss: 1.2687... Generator Loss: 0.8506 Epoch 1/1... Step 1230 Discriminator Loss: 1.4029... Generator Loss: 0.5823 Epoch 1/1... Step 1240 Discriminator Loss: 1.0045... Generator Loss: 0.9196 Epoch 1/1... Step 1250 Discriminator Loss: 1.0214... Generator Loss: 1.3731 Epoch 1/1... Step 1260 Discriminator Loss: 1.0449... Generator Loss: 1.2847 Epoch 1/1... Step 1270 Discriminator Loss: 1.1240... Generator Loss: 0.9544 Epoch 1/1... Step 1280 Discriminator Loss: 1.0705... Generator Loss: 1.0704 Epoch 1/1... Step 1290 Discriminator Loss: 1.0298... Generator Loss: 1.3350 Epoch 1/1... Step 1300 Discriminator Loss: 1.1203... Generator Loss: 0.8962
Epoch 1/1... Step 1310 Discriminator Loss: 0.9125... Generator Loss: 1.8281 Epoch 1/1... Step 1320 Discriminator Loss: 0.7858... Generator Loss: 1.3560 Epoch 1/1... Step 1330 Discriminator Loss: 1.1642... Generator Loss: 1.2304 Epoch 1/1... Step 1340 Discriminator Loss: 1.2351... Generator Loss: 0.9961 Epoch 1/1... Step 1350 Discriminator Loss: 0.9576... Generator Loss: 1.4361 Epoch 1/1... Step 1360 Discriminator Loss: 1.1215... Generator Loss: 1.5326 Epoch 1/1... Step 1370 Discriminator Loss: 1.1245... Generator Loss: 1.1922 Epoch 1/1... Step 1380 Discriminator Loss: 0.8556... Generator Loss: 0.9830 Epoch 1/1... Step 1390 Discriminator Loss: 0.9109... Generator Loss: 0.9635 Epoch 1/1... Step 1400 Discriminator Loss: 1.0369... Generator Loss: 0.9020
Epoch 1/1... Step 1410 Discriminator Loss: 0.9275... Generator Loss: 0.9497 Epoch 1/1... Step 1420 Discriminator Loss: 0.9451... Generator Loss: 1.1832 Epoch 1/1... Step 1430 Discriminator Loss: 1.2887... Generator Loss: 0.5910 Epoch 1/1... Step 1440 Discriminator Loss: 1.2401... Generator Loss: 0.9928 Epoch 1/1... Step 1450 Discriminator Loss: 1.1206... Generator Loss: 0.7384 Epoch 1/1... Step 1460 Discriminator Loss: 1.0294... Generator Loss: 0.8289 Epoch 1/1... Step 1470 Discriminator Loss: 1.0725... Generator Loss: 0.9528 Epoch 1/1... Step 1480 Discriminator Loss: 1.0762... Generator Loss: 0.9796 Epoch 1/1... Step 1490 Discriminator Loss: 1.0732... Generator Loss: 1.0673 Epoch 1/1... Step 1500 Discriminator Loss: 1.1997... Generator Loss: 1.0631
Epoch 1/1... Step 1510 Discriminator Loss: 1.1934... Generator Loss: 0.7459 Epoch 1/1... Step 1520 Discriminator Loss: 0.9822... Generator Loss: 0.9597 Epoch 1/1... Step 1530 Discriminator Loss: 1.0182... Generator Loss: 0.8308 Epoch 1/1... Step 1540 Discriminator Loss: 1.0570... Generator Loss: 1.0559 Epoch 1/1... Step 1550 Discriminator Loss: 1.1718... Generator Loss: 0.8897 Epoch 1/1... Step 1560 Discriminator Loss: 1.1221... Generator Loss: 1.3094 Epoch 1/1... Step 1570 Discriminator Loss: 1.0974... Generator Loss: 0.8254 Epoch 1/1... Step 1580 Discriminator Loss: 2.0627... Generator Loss: 0.2565 Epoch 1/1... Step 1590 Discriminator Loss: 1.3602... Generator Loss: 0.5797 Epoch 1/1... Step 1600 Discriminator Loss: 1.1268... Generator Loss: 0.7205
Epoch 1/1... Step 1610 Discriminator Loss: 1.2528... Generator Loss: 0.8264 Epoch 1/1... Step 1620 Discriminator Loss: 0.9122... Generator Loss: 1.2805 Epoch 1/1... Step 1630 Discriminator Loss: 1.5553... Generator Loss: 0.4914 Epoch 1/1... Step 1640 Discriminator Loss: 1.3608... Generator Loss: 0.6422 Epoch 1/1... Step 1650 Discriminator Loss: 1.0036... Generator Loss: 0.9880 Epoch 1/1... Step 1660 Discriminator Loss: 1.1034... Generator Loss: 1.8917 Epoch 1/1... Step 1670 Discriminator Loss: 1.0665... Generator Loss: 0.8348 Epoch 1/1... Step 1680 Discriminator Loss: 1.3457... Generator Loss: 0.7317 Epoch 1/1... Step 1690 Discriminator Loss: 0.9115... Generator Loss: 1.1057 Epoch 1/1... Step 1700 Discriminator Loss: 1.0182... Generator Loss: 0.8748
Epoch 1/1... Step 1710 Discriminator Loss: 1.1140... Generator Loss: 0.8991 Epoch 1/1... Step 1720 Discriminator Loss: 1.0980... Generator Loss: 0.8452 Epoch 1/1... Step 1730 Discriminator Loss: 1.2426... Generator Loss: 0.8746 Epoch 1/1... Step 1740 Discriminator Loss: 0.9526... Generator Loss: 0.9518 Epoch 1/1... Step 1750 Discriminator Loss: 1.5121... Generator Loss: 2.0010 Epoch 1/1... Step 1760 Discriminator Loss: 1.1923... Generator Loss: 0.7501 Epoch 1/1... Step 1770 Discriminator Loss: 1.1844... Generator Loss: 0.8599 Epoch 1/1... Step 1780 Discriminator Loss: 1.1495... Generator Loss: 0.7586 Epoch 1/1... Step 1790 Discriminator Loss: 1.5240... Generator Loss: 0.4384 Epoch 1/1... Step 1800 Discriminator Loss: 1.0339... Generator Loss: 0.9511
Epoch 1/1... Step 1810 Discriminator Loss: 1.1297... Generator Loss: 0.7421 Epoch 1/1... Step 1820 Discriminator Loss: 0.8145... Generator Loss: 1.1676 Epoch 1/1... Step 1830 Discriminator Loss: 1.0547... Generator Loss: 1.0337 Epoch 1/1... Step 1840 Discriminator Loss: 1.2647... Generator Loss: 0.6176 Epoch 1/1... Step 1850 Discriminator Loss: 0.9902... Generator Loss: 1.4018 Epoch 1/1... Step 1860 Discriminator Loss: 0.9678... Generator Loss: 1.2558 Epoch 1/1... Step 1870 Discriminator Loss: 1.6435... Generator Loss: 0.3601 Epoch 1/1... Step 1880 Discriminator Loss: 0.9072... Generator Loss: 1.2687 Epoch 1/1... Step 1890 Discriminator Loss: 0.8011... Generator Loss: 1.0686 Epoch 1/1... Step 1900 Discriminator Loss: 1.5442... Generator Loss: 0.6063
Epoch 1/1... Step 1910 Discriminator Loss: 1.0280... Generator Loss: 0.9511 Epoch 1/1... Step 1920 Discriminator Loss: 1.0108... Generator Loss: 1.2691 Epoch 1/1... Step 1930 Discriminator Loss: 0.8020... Generator Loss: 1.4259 Epoch 1/1... Step 1940 Discriminator Loss: 1.1567... Generator Loss: 1.3575 Epoch 1/1... Step 1950 Discriminator Loss: 1.0837... Generator Loss: 1.3420 Epoch 1/1... Step 1960 Discriminator Loss: 1.0897... Generator Loss: 0.7424 Epoch 1/1... Step 1970 Discriminator Loss: 1.1288... Generator Loss: 0.9939 Epoch 1/1... Step 1980 Discriminator Loss: 1.2486... Generator Loss: 1.0411 Epoch 1/1... Step 1990 Discriminator Loss: 1.6932... Generator Loss: 2.5669 Epoch 1/1... Step 2000 Discriminator Loss: 1.2540... Generator Loss: 1.3727
Epoch 1/1... Step 2010 Discriminator Loss: 1.0795... Generator Loss: 1.0708 Epoch 1/1... Step 2020 Discriminator Loss: 0.9573... Generator Loss: 0.9547 Epoch 1/1... Step 2030 Discriminator Loss: 1.0719... Generator Loss: 1.2891 Epoch 1/1... Step 2040 Discriminator Loss: 1.0908... Generator Loss: 1.6702 Epoch 1/1... Step 2050 Discriminator Loss: 1.0869... Generator Loss: 1.5844 Epoch 1/1... Step 2060 Discriminator Loss: 0.9685... Generator Loss: 1.1885 Epoch 1/1... Step 2070 Discriminator Loss: 0.9441... Generator Loss: 1.0963 Epoch 1/1... Step 2080 Discriminator Loss: 1.0039... Generator Loss: 0.9668 Epoch 1/1... Step 2090 Discriminator Loss: 0.9702... Generator Loss: 0.8662 Epoch 1/1... Step 2100 Discriminator Loss: 0.9361... Generator Loss: 1.0881
Epoch 1/1... Step 2110 Discriminator Loss: 1.1217... Generator Loss: 0.7499 Epoch 1/1... Step 2120 Discriminator Loss: 1.2476... Generator Loss: 0.9278 Epoch 1/1... Step 2130 Discriminator Loss: 1.0580... Generator Loss: 0.8036 Epoch 1/1... Step 2140 Discriminator Loss: 1.2374... Generator Loss: 0.6268 Epoch 1/1... Step 2150 Discriminator Loss: 0.9860... Generator Loss: 1.0575 Epoch 1/1... Step 2160 Discriminator Loss: 0.8647... Generator Loss: 1.1174 Epoch 1/1... Step 2170 Discriminator Loss: 1.1215... Generator Loss: 1.0964 Epoch 1/1... Step 2180 Discriminator Loss: 1.1955... Generator Loss: 0.7272 Epoch 1/1... Step 2190 Discriminator Loss: 1.1183... Generator Loss: 1.5543 Epoch 1/1... Step 2200 Discriminator Loss: 1.0142... Generator Loss: 0.8882
Epoch 1/1... Step 2210 Discriminator Loss: 1.1740... Generator Loss: 0.8823 Epoch 1/1... Step 2220 Discriminator Loss: 1.1577... Generator Loss: 0.7595 Epoch 1/1... Step 2230 Discriminator Loss: 0.8368... Generator Loss: 1.2350 Epoch 1/1... Step 2240 Discriminator Loss: 1.0868... Generator Loss: 1.1087 Epoch 1/1... Step 2250 Discriminator Loss: 2.1807... Generator Loss: 3.0539 Epoch 1/1... Step 2260 Discriminator Loss: 1.1375... Generator Loss: 0.8808 Epoch 1/1... Step 2270 Discriminator Loss: 1.1441... Generator Loss: 1.0565 Epoch 1/1... Step 2280 Discriminator Loss: 1.1254... Generator Loss: 0.7536 Epoch 1/1... Step 2290 Discriminator Loss: 1.5600... Generator Loss: 0.5112 Epoch 1/1... Step 2300 Discriminator Loss: 1.1955... Generator Loss: 1.6110
Epoch 1/1... Step 2310 Discriminator Loss: 0.9902... Generator Loss: 1.0016 Epoch 1/1... Step 2320 Discriminator Loss: 1.0617... Generator Loss: 1.5850 Epoch 1/1... Step 2330 Discriminator Loss: 1.0463... Generator Loss: 1.5587 Epoch 1/1... Step 2340 Discriminator Loss: 0.9169... Generator Loss: 1.1642 Epoch 1/1... Step 2350 Discriminator Loss: 1.0376... Generator Loss: 1.0079 Epoch 1/1... Step 2360 Discriminator Loss: 0.8595... Generator Loss: 1.0188 Epoch 1/1... Step 2370 Discriminator Loss: 0.8258... Generator Loss: 1.2168 Epoch 1/1... Step 2380 Discriminator Loss: 0.7195... Generator Loss: 1.2230 Epoch 1/1... Step 2390 Discriminator Loss: 1.1990... Generator Loss: 0.8330 Epoch 1/1... Step 2400 Discriminator Loss: 1.0329... Generator Loss: 0.8764
Epoch 1/1... Step 2410 Discriminator Loss: 0.9443... Generator Loss: 0.9230 Epoch 1/1... Step 2420 Discriminator Loss: 2.2157... Generator Loss: 0.2186 Epoch 1/1... Step 2430 Discriminator Loss: 0.9682... Generator Loss: 0.9129 Epoch 1/1... Step 2440 Discriminator Loss: 1.1787... Generator Loss: 0.7252 Epoch 1/1... Step 2450 Discriminator Loss: 1.1764... Generator Loss: 0.9125 Epoch 1/1... Step 2460 Discriminator Loss: 0.9420... Generator Loss: 0.9864 Epoch 1/1... Step 2470 Discriminator Loss: 2.1431... Generator Loss: 0.2397 Epoch 1/1... Step 2480 Discriminator Loss: 1.0863... Generator Loss: 0.7916 Epoch 1/1... Step 2490 Discriminator Loss: 1.1103... Generator Loss: 0.8570 Epoch 1/1... Step 2500 Discriminator Loss: 1.0565... Generator Loss: 0.9329
Epoch 1/1... Step 2510 Discriminator Loss: 1.0308... Generator Loss: 1.2300 Epoch 1/1... Step 2520 Discriminator Loss: 1.0380... Generator Loss: 1.7788 Epoch 1/1... Step 2530 Discriminator Loss: 1.0721... Generator Loss: 0.9680 Epoch 1/1... Step 2540 Discriminator Loss: 0.8975... Generator Loss: 0.8919 Epoch 1/1... Step 2550 Discriminator Loss: 1.1412... Generator Loss: 1.5122 Epoch 1/1... Step 2560 Discriminator Loss: 0.7756... Generator Loss: 1.5119 Epoch 1/1... Step 2570 Discriminator Loss: 1.0639... Generator Loss: 1.2400 Epoch 1/1... Step 2580 Discriminator Loss: 1.0748... Generator Loss: 1.1163 Epoch 1/1... Step 2590 Discriminator Loss: 0.9362... Generator Loss: 1.2540 Epoch 1/1... Step 2600 Discriminator Loss: 1.3877... Generator Loss: 2.1265
Epoch 1/1... Step 2610 Discriminator Loss: 1.1118... Generator Loss: 1.4511 Epoch 1/1... Step 2620 Discriminator Loss: 0.8835... Generator Loss: 1.2337 Epoch 1/1... Step 2630 Discriminator Loss: 1.1268... Generator Loss: 0.7892 Epoch 1/1... Step 2640 Discriminator Loss: 1.0890... Generator Loss: 0.6960 Epoch 1/1... Step 2650 Discriminator Loss: 1.1172... Generator Loss: 1.3432 Epoch 1/1... Step 2660 Discriminator Loss: 0.8787... Generator Loss: 1.0806 Epoch 1/1... Step 2670 Discriminator Loss: 1.0989... Generator Loss: 1.7559 Epoch 1/1... Step 2680 Discriminator Loss: 1.1340... Generator Loss: 0.8191 Epoch 1/1... Step 2690 Discriminator Loss: 1.2152... Generator Loss: 1.5529 Epoch 1/1... Step 2700 Discriminator Loss: 1.0494... Generator Loss: 1.2386
Epoch 1/1... Step 2710 Discriminator Loss: 1.0956... Generator Loss: 1.5185 Epoch 1/1... Step 2720 Discriminator Loss: 0.9332... Generator Loss: 1.1634 Epoch 1/1... Step 2730 Discriminator Loss: 0.9801... Generator Loss: 0.9217 Epoch 1/1... Step 2740 Discriminator Loss: 1.1021... Generator Loss: 1.0477 Epoch 1/1... Step 2750 Discriminator Loss: 1.3485... Generator Loss: 0.5651 Epoch 1/1... Step 2760 Discriminator Loss: 0.8288... Generator Loss: 1.2423 Epoch 1/1... Step 2770 Discriminator Loss: 1.0158... Generator Loss: 1.0094 Epoch 1/1... Step 2780 Discriminator Loss: 1.4754... Generator Loss: 0.4592 Epoch 1/1... Step 2790 Discriminator Loss: 1.1573... Generator Loss: 0.9593 Epoch 1/1... Step 2800 Discriminator Loss: 1.1597... Generator Loss: 1.5276
Epoch 1/1... Step 2810 Discriminator Loss: 1.0131... Generator Loss: 1.1024 Epoch 1/1... Step 2820 Discriminator Loss: 1.0460... Generator Loss: 0.8435 Epoch 1/1... Step 2830 Discriminator Loss: 1.2071... Generator Loss: 0.6429 Epoch 1/1... Step 2840 Discriminator Loss: 1.1502... Generator Loss: 0.6829 Epoch 1/1... Step 2850 Discriminator Loss: 0.7462... Generator Loss: 1.4361 Epoch 1/1... Step 2860 Discriminator Loss: 1.3823... Generator Loss: 1.6804 Epoch 1/1... Step 2870 Discriminator Loss: 1.0557... Generator Loss: 0.9991 Epoch 1/1... Step 2880 Discriminator Loss: 0.9150... Generator Loss: 0.9613 Epoch 1/1... Step 2890 Discriminator Loss: 1.4293... Generator Loss: 0.4876 Epoch 1/1... Step 2900 Discriminator Loss: 0.8831... Generator Loss: 1.2123
Epoch 1/1... Step 2910 Discriminator Loss: 1.0953... Generator Loss: 0.6932 Epoch 1/1... Step 2920 Discriminator Loss: 1.3607... Generator Loss: 0.5713 Epoch 1/1... Step 2930 Discriminator Loss: 0.8703... Generator Loss: 1.4128 Epoch 1/1... Step 2940 Discriminator Loss: 1.3964... Generator Loss: 0.5864 Epoch 1/1... Step 2950 Discriminator Loss: 1.0329... Generator Loss: 1.7405 Epoch 1/1... Step 2960 Discriminator Loss: 1.0996... Generator Loss: 1.3018 Epoch 1/1... Step 2970 Discriminator Loss: 1.1686... Generator Loss: 0.7803 Epoch 1/1... Step 2980 Discriminator Loss: 1.0936... Generator Loss: 1.3487 Epoch 1/1... Step 2990 Discriminator Loss: 0.9131... Generator Loss: 1.1275 Epoch 1/1... Step 3000 Discriminator Loss: 1.0615... Generator Loss: 0.9328
Epoch 1/1... Step 3010 Discriminator Loss: 1.0947... Generator Loss: 0.8552 Epoch 1/1... Step 3020 Discriminator Loss: 1.0398... Generator Loss: 0.9441 Epoch 1/1... Step 3030 Discriminator Loss: 0.8924... Generator Loss: 1.3693 Epoch 1/1... Step 3040 Discriminator Loss: 1.0159... Generator Loss: 1.0256 Epoch 1/1... Step 3050 Discriminator Loss: 1.1683... Generator Loss: 0.8376 Epoch 1/1... Step 3060 Discriminator Loss: 0.9972... Generator Loss: 1.4224 Epoch 1/1... Step 3070 Discriminator Loss: 1.0028... Generator Loss: 0.9821 Epoch 1/1... Step 3080 Discriminator Loss: 1.0138... Generator Loss: 1.8087 Epoch 1/1... Step 3090 Discriminator Loss: 1.1218... Generator Loss: 0.7210 Epoch 1/1... Step 3100 Discriminator Loss: 1.0925... Generator Loss: 1.9304
Epoch 1/1... Step 3110 Discriminator Loss: 1.2412... Generator Loss: 0.6072 Epoch 1/1... Step 3120 Discriminator Loss: 1.0509... Generator Loss: 0.7518 Epoch 1/1... Step 3130 Discriminator Loss: 1.0401... Generator Loss: 0.9417 Epoch 1/1... Step 3140 Discriminator Loss: 1.1657... Generator Loss: 0.9057 Epoch 1/1... Step 3150 Discriminator Loss: 0.9813... Generator Loss: 0.9000 Epoch 1/1... Step 3160 Discriminator Loss: 1.0092... Generator Loss: 1.3224 Epoch 1/1... Step 3170 Discriminator Loss: 1.1363... Generator Loss: 0.7593 Epoch 1/1... Step 3180 Discriminator Loss: 0.9255... Generator Loss: 1.0824 Epoch 1/1... Step 3190 Discriminator Loss: 0.9665... Generator Loss: 0.8244 Epoch 1/1... Step 3200 Discriminator Loss: 1.0234... Generator Loss: 0.8071
Epoch 1/1... Step 3210 Discriminator Loss: 0.9469... Generator Loss: 1.2757 Epoch 1/1... Step 3220 Discriminator Loss: 0.9008... Generator Loss: 1.4851 Epoch 1/1... Step 3230 Discriminator Loss: 1.3196... Generator Loss: 0.5781 Epoch 1/1... Step 3240 Discriminator Loss: 0.8983... Generator Loss: 1.1299 Epoch 1/1... Step 3250 Discriminator Loss: 0.8685... Generator Loss: 1.1801 Epoch 1/1... Step 3260 Discriminator Loss: 1.2369... Generator Loss: 1.4142 Epoch 1/1... Step 3270 Discriminator Loss: 1.0946... Generator Loss: 0.8378 Epoch 1/1... Step 3280 Discriminator Loss: 1.0586... Generator Loss: 1.3001 Epoch 1/1... Step 3290 Discriminator Loss: 1.4764... Generator Loss: 0.5257 Epoch 1/1... Step 3300 Discriminator Loss: 0.8509... Generator Loss: 1.0980
Epoch 1/1... Step 3310 Discriminator Loss: 1.2105... Generator Loss: 0.7628 Epoch 1/1... Step 3320 Discriminator Loss: 1.1541... Generator Loss: 0.7745 Epoch 1/1... Step 3330 Discriminator Loss: 1.0352... Generator Loss: 0.8670 Epoch 1/1... Step 3340 Discriminator Loss: 0.7727... Generator Loss: 1.2522 Epoch 1/1... Step 3350 Discriminator Loss: 1.4329... Generator Loss: 0.4838 Epoch 1/1... Step 3360 Discriminator Loss: 1.2515... Generator Loss: 0.6338 Epoch 1/1... Step 3370 Discriminator Loss: 1.2841... Generator Loss: 0.5636 Epoch 1/1... Step 3380 Discriminator Loss: 1.2894... Generator Loss: 0.5711 Epoch 1/1... Step 3390 Discriminator Loss: 1.0430... Generator Loss: 1.9730 Epoch 1/1... Step 3400 Discriminator Loss: 0.9532... Generator Loss: 0.9373
Epoch 1/1... Step 3410 Discriminator Loss: 0.9322... Generator Loss: 1.2701 Epoch 1/1... Step 3420 Discriminator Loss: 1.0483... Generator Loss: 0.7644 Epoch 1/1... Step 3430 Discriminator Loss: 1.0366... Generator Loss: 0.9957 Epoch 1/1... Step 3440 Discriminator Loss: 0.9183... Generator Loss: 1.3751 Epoch 1/1... Step 3450 Discriminator Loss: 1.1078... Generator Loss: 0.8496 Epoch 1/1... Step 3460 Discriminator Loss: 1.0241... Generator Loss: 0.9016 Epoch 1/1... Step 3470 Discriminator Loss: 0.7670... Generator Loss: 1.2721 Epoch 1/1... Step 3480 Discriminator Loss: 1.2118... Generator Loss: 0.6910 Epoch 1/1... Step 3490 Discriminator Loss: 0.9819... Generator Loss: 1.2034 Epoch 1/1... Step 3500 Discriminator Loss: 1.0581... Generator Loss: 0.7897
Epoch 1/1... Step 3510 Discriminator Loss: 1.1013... Generator Loss: 0.7227 Epoch 1/1... Step 3520 Discriminator Loss: 0.7922... Generator Loss: 1.1299 Epoch 1/1... Step 3530 Discriminator Loss: 1.2916... Generator Loss: 1.9277 Epoch 1/1... Step 3540 Discriminator Loss: 1.4474... Generator Loss: 0.4509 Epoch 1/1... Step 3550 Discriminator Loss: 0.9336... Generator Loss: 1.1810 Epoch 1/1... Step 3560 Discriminator Loss: 1.1809... Generator Loss: 0.6650 Epoch 1/1... Step 3570 Discriminator Loss: 1.1110... Generator Loss: 0.8276 Epoch 1/1... Step 3580 Discriminator Loss: 1.0960... Generator Loss: 0.7507 Epoch 1/1... Step 3590 Discriminator Loss: 0.9140... Generator Loss: 1.0100 Epoch 1/1... Step 3600 Discriminator Loss: 1.1890... Generator Loss: 0.6608
Epoch 1/1... Step 3610 Discriminator Loss: 1.0028... Generator Loss: 1.0017 Epoch 1/1... Step 3620 Discriminator Loss: 1.3662... Generator Loss: 0.5164 Epoch 1/1... Step 3630 Discriminator Loss: 0.9405... Generator Loss: 1.2680 Epoch 1/1... Step 3640 Discriminator Loss: 0.9742... Generator Loss: 1.2245 Epoch 1/1... Step 3650 Discriminator Loss: 0.9275... Generator Loss: 1.6308 Epoch 1/1... Step 3660 Discriminator Loss: 1.0229... Generator Loss: 1.0551 Epoch 1/1... Step 3670 Discriminator Loss: 1.1660... Generator Loss: 0.6891 Epoch 1/1... Step 3680 Discriminator Loss: 1.0290... Generator Loss: 0.8522 Epoch 1/1... Step 3690 Discriminator Loss: 1.2894... Generator Loss: 0.5842 Epoch 1/1... Step 3700 Discriminator Loss: 1.2310... Generator Loss: 1.9567
Epoch 1/1... Step 3710 Discriminator Loss: 0.9009... Generator Loss: 1.5902 Epoch 1/1... Step 3720 Discriminator Loss: 0.9626... Generator Loss: 1.0589 Epoch 1/1... Step 3730 Discriminator Loss: 1.0931... Generator Loss: 1.1311 Epoch 1/1... Step 3740 Discriminator Loss: 1.2260... Generator Loss: 0.6162 Epoch 1/1... Step 3750 Discriminator Loss: 0.8840... Generator Loss: 1.0214 Epoch 1/1... Step 3760 Discriminator Loss: 1.0330... Generator Loss: 0.7732 Epoch 1/1... Step 3770 Discriminator Loss: 1.5036... Generator Loss: 0.4324 Epoch 1/1... Step 3780 Discriminator Loss: 1.0350... Generator Loss: 0.7735 Epoch 1/1... Step 3790 Discriminator Loss: 1.0743... Generator Loss: 0.8920 Epoch 1/1... Step 3800 Discriminator Loss: 0.7902... Generator Loss: 1.3215
Epoch 1/1... Step 3810 Discriminator Loss: 0.8863... Generator Loss: 1.8696 Epoch 1/1... Step 3820 Discriminator Loss: 0.9122... Generator Loss: 1.0947 Epoch 1/1... Step 3830 Discriminator Loss: 1.1179... Generator Loss: 0.7655 Epoch 1/1... Step 3840 Discriminator Loss: 0.9301... Generator Loss: 0.9918 Epoch 1/1... Step 3850 Discriminator Loss: 0.7896... Generator Loss: 1.2597 Epoch 1/1... Step 3860 Discriminator Loss: 1.2002... Generator Loss: 0.7575 Epoch 1/1... Step 3870 Discriminator Loss: 0.9549... Generator Loss: 0.9671 Epoch 1/1... Step 3880 Discriminator Loss: 1.0582... Generator Loss: 1.0649 Epoch 1/1... Step 3890 Discriminator Loss: 0.8035... Generator Loss: 1.3106 Epoch 1/1... Step 3900 Discriminator Loss: 0.9063... Generator Loss: 1.1404
Epoch 1/1... Step 3910 Discriminator Loss: 1.3072... Generator Loss: 0.6179 Epoch 1/1... Step 3920 Discriminator Loss: 0.8604... Generator Loss: 1.0489 Epoch 1/1... Step 3930 Discriminator Loss: 1.0848... Generator Loss: 0.9156 Epoch 1/1... Step 3940 Discriminator Loss: 0.9982... Generator Loss: 1.5453 Epoch 1/1... Step 3950 Discriminator Loss: 0.7431... Generator Loss: 1.6576 Epoch 1/1... Step 3960 Discriminator Loss: 1.2337... Generator Loss: 0.7307 Epoch 1/1... Step 3970 Discriminator Loss: 2.0346... Generator Loss: 3.0293 Epoch 1/1... Step 3980 Discriminator Loss: 0.9840... Generator Loss: 1.2611 Epoch 1/1... Step 3990 Discriminator Loss: 1.0005... Generator Loss: 0.9184 Epoch 1/1... Step 4000 Discriminator Loss: 0.9096... Generator Loss: 1.3132
Epoch 1/1... Step 4010 Discriminator Loss: 1.2908... Generator Loss: 0.6319 Epoch 1/1... Step 4020 Discriminator Loss: 1.2625... Generator Loss: 0.6026 Epoch 1/1... Step 4030 Discriminator Loss: 0.9941... Generator Loss: 1.2496 Epoch 1/1... Step 4040 Discriminator Loss: 1.0822... Generator Loss: 1.3022 Epoch 1/1... Step 4050 Discriminator Loss: 1.2485... Generator Loss: 0.5906 Epoch 1/1... Step 4060 Discriminator Loss: 1.0428... Generator Loss: 1.2237 Epoch 1/1... Step 4070 Discriminator Loss: 0.9647... Generator Loss: 1.0402 Epoch 1/1... Step 4080 Discriminator Loss: 0.7503... Generator Loss: 1.2575 Epoch 1/1... Step 4090 Discriminator Loss: 0.9037... Generator Loss: 1.9894 Epoch 1/1... Step 4100 Discriminator Loss: 1.6085... Generator Loss: 0.4167
Epoch 1/1... Step 4110 Discriminator Loss: 1.0730... Generator Loss: 0.9127 Epoch 1/1... Step 4120 Discriminator Loss: 1.1594... Generator Loss: 1.8480 Epoch 1/1... Step 4130 Discriminator Loss: 1.2072... Generator Loss: 0.7310 Epoch 1/1... Step 4140 Discriminator Loss: 0.9340... Generator Loss: 1.2171 Epoch 1/1... Step 4150 Discriminator Loss: 0.9708... Generator Loss: 0.9727 Epoch 1/1... Step 4160 Discriminator Loss: 1.0726... Generator Loss: 0.7308 Epoch 1/1... Step 4170 Discriminator Loss: 1.3309... Generator Loss: 0.5609 Epoch 1/1... Step 4180 Discriminator Loss: 1.1720... Generator Loss: 0.7926 Epoch 1/1... Step 4190 Discriminator Loss: 1.2429... Generator Loss: 1.5148 Epoch 1/1... Step 4200 Discriminator Loss: 1.0063... Generator Loss: 0.8236
Epoch 1/1... Step 4210 Discriminator Loss: 0.9595... Generator Loss: 1.2292 Epoch 1/1... Step 4220 Discriminator Loss: 0.9797... Generator Loss: 1.1012 Epoch 1/1... Step 4230 Discriminator Loss: 0.9004... Generator Loss: 1.1821 Epoch 1/1... Step 4240 Discriminator Loss: 0.8801... Generator Loss: 1.6722 Epoch 1/1... Step 4250 Discriminator Loss: 0.9826... Generator Loss: 1.2047 Epoch 1/1... Step 4260 Discriminator Loss: 0.9068... Generator Loss: 1.2759 Epoch 1/1... Step 4270 Discriminator Loss: 0.9007... Generator Loss: 1.3491 Epoch 1/1... Step 4280 Discriminator Loss: 1.0963... Generator Loss: 0.7447 Epoch 1/1... Step 4290 Discriminator Loss: 1.1521... Generator Loss: 0.7764 Epoch 1/1... Step 4300 Discriminator Loss: 1.2015... Generator Loss: 0.6955
Epoch 1/1... Step 4310 Discriminator Loss: 1.0432... Generator Loss: 0.8682 Epoch 1/1... Step 4320 Discriminator Loss: 0.7836... Generator Loss: 1.3365 Epoch 1/1... Step 4330 Discriminator Loss: 0.9843... Generator Loss: 1.7227 Epoch 1/1... Step 4340 Discriminator Loss: 0.9053... Generator Loss: 1.1045 Epoch 1/1... Step 4350 Discriminator Loss: 0.9206... Generator Loss: 1.0510 Epoch 1/1... Step 4360 Discriminator Loss: 1.2050... Generator Loss: 0.6692 Epoch 1/1... Step 4370 Discriminator Loss: 0.9536... Generator Loss: 1.0060 Epoch 1/1... Step 4380 Discriminator Loss: 0.8376... Generator Loss: 1.2722 Epoch 1/1... Step 4390 Discriminator Loss: 1.1878... Generator Loss: 0.6464 Epoch 1/1... Step 4400 Discriminator Loss: 1.0148... Generator Loss: 1.0579
Epoch 1/1... Step 4410 Discriminator Loss: 1.2852... Generator Loss: 0.6238 Epoch 1/1... Step 4420 Discriminator Loss: 0.8786... Generator Loss: 1.2390 Epoch 1/1... Step 4430 Discriminator Loss: 1.0212... Generator Loss: 1.4817 Epoch 1/1... Step 4440 Discriminator Loss: 0.8617... Generator Loss: 1.3854 Epoch 1/1... Step 4450 Discriminator Loss: 1.1627... Generator Loss: 0.6651 Epoch 1/1... Step 4460 Discriminator Loss: 1.2024... Generator Loss: 0.7494 Epoch 1/1... Step 4470 Discriminator Loss: 1.0530... Generator Loss: 0.7626 Epoch 1/1... Step 4480 Discriminator Loss: 0.9982... Generator Loss: 0.8603 Epoch 1/1... Step 4490 Discriminator Loss: 0.8622... Generator Loss: 1.2267 Epoch 1/1... Step 4500 Discriminator Loss: 0.7183... Generator Loss: 1.7262
Epoch 1/1... Step 4510 Discriminator Loss: 1.0585... Generator Loss: 0.9220 Epoch 1/1... Step 4520 Discriminator Loss: 1.0729... Generator Loss: 0.8157 Epoch 1/1... Step 4530 Discriminator Loss: 1.0073... Generator Loss: 1.0541 Epoch 1/1... Step 4540 Discriminator Loss: 1.2337... Generator Loss: 0.6142 Epoch 1/1... Step 4550 Discriminator Loss: 1.1669... Generator Loss: 0.7884 Epoch 1/1... Step 4560 Discriminator Loss: 1.3999... Generator Loss: 0.5347 Epoch 1/1... Step 4570 Discriminator Loss: 1.2039... Generator Loss: 0.7265 Epoch 1/1... Step 4580 Discriminator Loss: 0.8322... Generator Loss: 1.3832 Epoch 1/1... Step 4590 Discriminator Loss: 0.9578... Generator Loss: 1.1462 Epoch 1/1... Step 4600 Discriminator Loss: 1.4136... Generator Loss: 0.7294
Epoch 1/1... Step 4610 Discriminator Loss: 1.0265... Generator Loss: 0.8304 Epoch 1/1... Step 4620 Discriminator Loss: 0.9095... Generator Loss: 1.3252 Epoch 1/1... Step 4630 Discriminator Loss: 0.9846... Generator Loss: 1.5734 Epoch 1/1... Step 4640 Discriminator Loss: 1.2252... Generator Loss: 0.6445 Epoch 1/1... Step 4650 Discriminator Loss: 0.9942... Generator Loss: 0.8705 Epoch 1/1... Step 4660 Discriminator Loss: 0.8309... Generator Loss: 1.1969 Epoch 1/1... Step 4670 Discriminator Loss: 1.0572... Generator Loss: 0.8102 Epoch 1/1... Step 4680 Discriminator Loss: 0.7784... Generator Loss: 1.3804 Epoch 1/1... Step 4690 Discriminator Loss: 1.7828... Generator Loss: 0.3559 Epoch 1/1... Step 4700 Discriminator Loss: 1.2852... Generator Loss: 0.7601
Epoch 1/1... Step 4710 Discriminator Loss: 0.7972... Generator Loss: 1.3365 Epoch 1/1... Step 4720 Discriminator Loss: 0.9568... Generator Loss: 1.2245 Epoch 1/1... Step 4730 Discriminator Loss: 0.7308... Generator Loss: 1.5818 Epoch 1/1... Step 4740 Discriminator Loss: 1.2582... Generator Loss: 0.6267 Epoch 1/1... Step 4750 Discriminator Loss: 1.2179... Generator Loss: 1.3724 Epoch 1/1... Step 4760 Discriminator Loss: 0.7997... Generator Loss: 1.6063 Epoch 1/1... Step 4770 Discriminator Loss: 0.9530... Generator Loss: 1.3661 Epoch 1/1... Step 4780 Discriminator Loss: 1.0294... Generator Loss: 1.1365 Epoch 1/1... Step 4790 Discriminator Loss: 1.1859... Generator Loss: 0.6501 Epoch 1/1... Step 4800 Discriminator Loss: 0.9843... Generator Loss: 1.0010
Epoch 1/1... Step 4810 Discriminator Loss: 0.9057... Generator Loss: 0.9739 Epoch 1/1... Step 4820 Discriminator Loss: 0.8355... Generator Loss: 1.1950 Epoch 1/1... Step 4830 Discriminator Loss: 1.7560... Generator Loss: 0.3758 Epoch 1/1... Step 4840 Discriminator Loss: 0.8928... Generator Loss: 1.2190 Epoch 1/1... Step 4850 Discriminator Loss: 1.0165... Generator Loss: 1.0708 Epoch 1/1... Step 4860 Discriminator Loss: 1.1429... Generator Loss: 0.7172 Epoch 1/1... Step 4870 Discriminator Loss: 1.2402... Generator Loss: 0.6545 Epoch 1/1... Step 4880 Discriminator Loss: 1.1493... Generator Loss: 0.8405 Epoch 1/1... Step 4890 Discriminator Loss: 1.1336... Generator Loss: 0.7017 Epoch 1/1... Step 4900 Discriminator Loss: 1.0059... Generator Loss: 0.8210
Epoch 1/1... Step 4910 Discriminator Loss: 0.8624... Generator Loss: 1.0609 Epoch 1/1... Step 4920 Discriminator Loss: 1.1587... Generator Loss: 1.4437 Epoch 1/1... Step 4930 Discriminator Loss: 1.2416... Generator Loss: 0.6335 Epoch 1/1... Step 4940 Discriminator Loss: 0.8977... Generator Loss: 1.6399 Epoch 1/1... Step 4950 Discriminator Loss: 0.9566... Generator Loss: 0.9569 Epoch 1/1... Step 4960 Discriminator Loss: 0.7717... Generator Loss: 1.1838 Epoch 1/1... Step 4970 Discriminator Loss: 1.0161... Generator Loss: 1.0001 Epoch 1/1... Step 4980 Discriminator Loss: 1.2721... Generator Loss: 0.6039 Epoch 1/1... Step 4990 Discriminator Loss: 1.1127... Generator Loss: 0.7855 Epoch 1/1... Step 5000 Discriminator Loss: 0.9212... Generator Loss: 1.4118
Epoch 1/1... Step 5010 Discriminator Loss: 1.2469... Generator Loss: 0.6173 Epoch 1/1... Step 5020 Discriminator Loss: 1.3679... Generator Loss: 0.5325 Epoch 1/1... Step 5030 Discriminator Loss: 0.8542... Generator Loss: 1.7138 Epoch 1/1... Step 5040 Discriminator Loss: 0.9615... Generator Loss: 1.0394 Epoch 1/1... Step 5050 Discriminator Loss: 1.0006... Generator Loss: 0.8804 Epoch 1/1... Step 5060 Discriminator Loss: 0.9952... Generator Loss: 0.9908 Epoch 1/1... Step 5070 Discriminator Loss: 1.2184... Generator Loss: 0.6074 Epoch 1/1... Step 5080 Discriminator Loss: 1.1488... Generator Loss: 0.6804 Epoch 1/1... Step 5090 Discriminator Loss: 0.9827... Generator Loss: 1.4272 Epoch 1/1... Step 5100 Discriminator Loss: 1.4991... Generator Loss: 0.4408
Epoch 1/1... Step 5110 Discriminator Loss: 1.5458... Generator Loss: 0.4271 Epoch 1/1... Step 5120 Discriminator Loss: 1.1614... Generator Loss: 0.7341 Epoch 1/1... Step 5130 Discriminator Loss: 0.9164... Generator Loss: 1.0130 Epoch 1/1... Step 5140 Discriminator Loss: 1.1145... Generator Loss: 0.8068 Epoch 1/1... Step 5150 Discriminator Loss: 1.2208... Generator Loss: 0.7128 Epoch 1/1... Step 5160 Discriminator Loss: 1.3697... Generator Loss: 0.5630 Epoch 1/1... Step 5170 Discriminator Loss: 1.2404... Generator Loss: 0.6371 Epoch 1/1... Step 5180 Discriminator Loss: 1.0359... Generator Loss: 0.9708 Epoch 1/1... Step 5190 Discriminator Loss: 0.9185... Generator Loss: 1.2122 Epoch 1/1... Step 5200 Discriminator Loss: 0.8914... Generator Loss: 1.0713
Epoch 1/1... Step 5210 Discriminator Loss: 0.9287... Generator Loss: 1.1125 Epoch 1/1... Step 5220 Discriminator Loss: 1.0090... Generator Loss: 0.9076 Epoch 1/1... Step 5230 Discriminator Loss: 1.9012... Generator Loss: 0.2752 Epoch 1/1... Step 5240 Discriminator Loss: 1.1027... Generator Loss: 0.7723 Epoch 1/1... Step 5250 Discriminator Loss: 1.0541... Generator Loss: 0.8562 Epoch 1/1... Step 5260 Discriminator Loss: 0.8804... Generator Loss: 1.1732 Epoch 1/1... Step 5270 Discriminator Loss: 0.7946... Generator Loss: 1.3762 Epoch 1/1... Step 5280 Discriminator Loss: 0.9514... Generator Loss: 1.7252 Epoch 1/1... Step 5290 Discriminator Loss: 0.7488... Generator Loss: 1.2891 Epoch 1/1... Step 5300 Discriminator Loss: 1.0968... Generator Loss: 0.7474
Epoch 1/1... Step 5310 Discriminator Loss: 1.0834... Generator Loss: 0.7981 Epoch 1/1... Step 5320 Discriminator Loss: 1.2913... Generator Loss: 0.6384 Epoch 1/1... Step 5330 Discriminator Loss: 1.0359... Generator Loss: 1.6944 Epoch 1/1... Step 5340 Discriminator Loss: 1.7047... Generator Loss: 0.4105 Epoch 1/1... Step 5350 Discriminator Loss: 0.9633... Generator Loss: 0.9653 Epoch 1/1... Step 5360 Discriminator Loss: 1.1970... Generator Loss: 0.6679 Epoch 1/1... Step 5370 Discriminator Loss: 0.9482... Generator Loss: 1.1825 Epoch 1/1... Step 5380 Discriminator Loss: 0.8949... Generator Loss: 1.2511 Epoch 1/1... Step 5390 Discriminator Loss: 0.8712... Generator Loss: 1.0599 Epoch 1/1... Step 5400 Discriminator Loss: 0.8864... Generator Loss: 1.1309
Epoch 1/1... Step 5410 Discriminator Loss: 0.9197... Generator Loss: 1.7009 Epoch 1/1... Step 5420 Discriminator Loss: 0.9603... Generator Loss: 1.0262 Epoch 1/1... Step 5430 Discriminator Loss: 0.7483... Generator Loss: 1.3987 Epoch 1/1... Step 5440 Discriminator Loss: 0.9648... Generator Loss: 1.0199 Epoch 1/1... Step 5450 Discriminator Loss: 0.8511... Generator Loss: 1.5463 Epoch 1/1... Step 5460 Discriminator Loss: 2.0362... Generator Loss: 0.2646 Epoch 1/1... Step 5470 Discriminator Loss: 0.7892... Generator Loss: 1.4653 Epoch 1/1... Step 5480 Discriminator Loss: 1.4706... Generator Loss: 0.4572 Epoch 1/1... Step 5490 Discriminator Loss: 0.7503... Generator Loss: 1.3460 Epoch 1/1... Step 5500 Discriminator Loss: 0.8233... Generator Loss: 1.2466
Epoch 1/1... Step 5510 Discriminator Loss: 0.9157... Generator Loss: 1.2875 Epoch 1/1... Step 5520 Discriminator Loss: 1.0731... Generator Loss: 0.8109 Epoch 1/1... Step 5530 Discriminator Loss: 0.9395... Generator Loss: 1.0154 Epoch 1/1... Step 5540 Discriminator Loss: 1.1211... Generator Loss: 0.7467 Epoch 1/1... Step 5550 Discriminator Loss: 0.8356... Generator Loss: 1.1317 Epoch 1/1... Step 5560 Discriminator Loss: 0.7188... Generator Loss: 1.4242 Epoch 1/1... Step 5570 Discriminator Loss: 0.8393... Generator Loss: 1.3133 Epoch 1/1... Step 5580 Discriminator Loss: 0.8540... Generator Loss: 1.2307 Epoch 1/1... Step 5590 Discriminator Loss: 1.0630... Generator Loss: 0.8061 Epoch 1/1... Step 5600 Discriminator Loss: 0.7439... Generator Loss: 1.3533
Epoch 1/1... Step 5610 Discriminator Loss: 0.7862... Generator Loss: 1.3689 Epoch 1/1... Step 5620 Discriminator Loss: 0.8083... Generator Loss: 1.3597 Epoch 1/1... Step 5630 Discriminator Loss: 0.8260... Generator Loss: 1.1110 Epoch 1/1... Step 5640 Discriminator Loss: 0.8203... Generator Loss: 1.0947 Epoch 1/1... Step 5650 Discriminator Loss: 0.9468... Generator Loss: 1.0055 Epoch 1/1... Step 5660 Discriminator Loss: 1.6766... Generator Loss: 0.3855 Epoch 1/1... Step 5670 Discriminator Loss: 0.8248... Generator Loss: 1.2243 Epoch 1/1... Step 5680 Discriminator Loss: 0.9972... Generator Loss: 0.8453 Epoch 1/1... Step 5690 Discriminator Loss: 1.0527... Generator Loss: 0.9824 Epoch 1/1... Step 5700 Discriminator Loss: 0.8368... Generator Loss: 1.0932
Epoch 1/1... Step 5710 Discriminator Loss: 0.8666... Generator Loss: 1.5634 Epoch 1/1... Step 5720 Discriminator Loss: 1.1938... Generator Loss: 0.7963 Epoch 1/1... Step 5730 Discriminator Loss: 1.6027... Generator Loss: 0.4106 Epoch 1/1... Step 5740 Discriminator Loss: 0.9733... Generator Loss: 0.9322 Epoch 1/1... Step 5750 Discriminator Loss: 1.0990... Generator Loss: 0.7839 Epoch 1/1... Step 5760 Discriminator Loss: 0.9209... Generator Loss: 0.9645 Epoch 1/1... Step 5770 Discriminator Loss: 1.0388... Generator Loss: 0.8406 Epoch 1/1... Step 5780 Discriminator Loss: 0.9118... Generator Loss: 1.0182 Epoch 1/1... Step 5790 Discriminator Loss: 1.1975... Generator Loss: 0.6085 Epoch 1/1... Step 5800 Discriminator Loss: 1.1822... Generator Loss: 0.8565
Epoch 1/1... Step 5810 Discriminator Loss: 0.9780... Generator Loss: 1.0233 Epoch 1/1... Step 5820 Discriminator Loss: 0.9296... Generator Loss: 0.9802 Epoch 1/1... Step 5830 Discriminator Loss: 1.4087... Generator Loss: 0.5479 Epoch 1/1... Step 5840 Discriminator Loss: 0.9612... Generator Loss: 0.9979 Epoch 1/1... Step 5850 Discriminator Loss: 1.1108... Generator Loss: 0.7761 Epoch 1/1... Step 5860 Discriminator Loss: 1.1089... Generator Loss: 0.7370 Epoch 1/1... Step 5870 Discriminator Loss: 1.0545... Generator Loss: 0.8513 Epoch 1/1... Step 5880 Discriminator Loss: 0.8675... Generator Loss: 1.1606 Epoch 1/1... Step 5890 Discriminator Loss: 0.8500... Generator Loss: 1.0901 Epoch 1/1... Step 5900 Discriminator Loss: 1.1661... Generator Loss: 1.6315
Epoch 1/1... Step 5910 Discriminator Loss: 1.3553... Generator Loss: 0.6276 Epoch 1/1... Step 5920 Discriminator Loss: 1.3554... Generator Loss: 0.5289 Epoch 1/1... Step 5930 Discriminator Loss: 0.7102... Generator Loss: 1.8366 Epoch 1/1... Step 5940 Discriminator Loss: 0.8484... Generator Loss: 1.7188 Epoch 1/1... Step 5950 Discriminator Loss: 0.9838... Generator Loss: 0.8938 Epoch 1/1... Step 5960 Discriminator Loss: 1.5774... Generator Loss: 0.4654 Epoch 1/1... Step 5970 Discriminator Loss: 0.8685... Generator Loss: 1.8195 Epoch 1/1... Step 5980 Discriminator Loss: 1.0602... Generator Loss: 0.7985 Epoch 1/1... Step 5990 Discriminator Loss: 0.9652... Generator Loss: 1.9367 Epoch 1/1... Step 6000 Discriminator Loss: 1.1856... Generator Loss: 0.7479
Epoch 1/1... Step 6010 Discriminator Loss: 1.3985... Generator Loss: 0.5234 Epoch 1/1... Step 6020 Discriminator Loss: 0.8310... Generator Loss: 1.4320 Epoch 1/1... Step 6030 Discriminator Loss: 0.8595... Generator Loss: 1.1491 Epoch 1/1... Step 6040 Discriminator Loss: 0.6062... Generator Loss: 1.8335 Epoch 1/1... Step 6050 Discriminator Loss: 1.1512... Generator Loss: 0.7819 Epoch 1/1... Step 6060 Discriminator Loss: 1.1967... Generator Loss: 0.6273 Epoch 1/1... Step 6070 Discriminator Loss: 1.1596... Generator Loss: 0.7686 Epoch 1/1... Step 6080 Discriminator Loss: 0.9464... Generator Loss: 1.0909 Epoch 1/1... Step 6090 Discriminator Loss: 1.4873... Generator Loss: 0.4819 Epoch 1/1... Step 6100 Discriminator Loss: 1.2728... Generator Loss: 0.6221
Epoch 1/1... Step 6110 Discriminator Loss: 0.9971... Generator Loss: 0.8997 Epoch 1/1... Step 6120 Discriminator Loss: 1.0277... Generator Loss: 0.8307 Epoch 1/1... Step 6130 Discriminator Loss: 0.8119... Generator Loss: 2.1454 Epoch 1/1... Step 6140 Discriminator Loss: 0.8555... Generator Loss: 1.0255 Epoch 1/1... Step 6150 Discriminator Loss: 1.7945... Generator Loss: 0.3203 Epoch 1/1... Step 6160 Discriminator Loss: 1.0252... Generator Loss: 0.9494 Epoch 1/1... Step 6170 Discriminator Loss: 1.5039... Generator Loss: 0.4871 Epoch 1/1... Step 6180 Discriminator Loss: 1.2308... Generator Loss: 0.7653 Epoch 1/1... Step 6190 Discriminator Loss: 0.7939... Generator Loss: 1.3907 Epoch 1/1... Step 6200 Discriminator Loss: 0.9168... Generator Loss: 1.1693
Epoch 1/1... Step 6210 Discriminator Loss: 0.9870... Generator Loss: 0.8972 Epoch 1/1... Step 6220 Discriminator Loss: 0.7451... Generator Loss: 1.2637 Epoch 1/1... Step 6230 Discriminator Loss: 0.8103... Generator Loss: 1.3519 Epoch 1/1... Step 6240 Discriminator Loss: 1.0300... Generator Loss: 0.9439 Epoch 1/1... Step 6250 Discriminator Loss: 1.0957... Generator Loss: 0.7651 Epoch 1/1... Step 6260 Discriminator Loss: 1.2781... Generator Loss: 0.6499 Epoch 1/1... Step 6270 Discriminator Loss: 0.8801... Generator Loss: 0.9994 Epoch 1/1... Step 6280 Discriminator Loss: 1.0026... Generator Loss: 0.9591 Epoch 1/1... Step 6290 Discriminator Loss: 0.7632... Generator Loss: 1.3252 Epoch 1/1... Step 6300 Discriminator Loss: 1.0184... Generator Loss: 1.8987
Epoch 1/1... Step 6310 Discriminator Loss: 0.8930... Generator Loss: 1.1921 Epoch 1/1... Step 6320 Discriminator Loss: 0.8595... Generator Loss: 1.1366 Epoch 1/1... Step 6330 Discriminator Loss: 1.0751... Generator Loss: 0.8437
In [56]:
batch_size = 32
z_dim = 50
learning_rate = 0.002
beta1 = 0.3
tf.reset_default_graph()
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 1
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/1... Step 10 Discriminator Loss: 3.2008... Generator Loss: 14.8628 Epoch 1/1... Step 20 Discriminator Loss: 0.9584... Generator Loss: 1.9013 Epoch 1/1... Step 30 Discriminator Loss: 1.7138... Generator Loss: 0.5152 Epoch 1/1... Step 40 Discriminator Loss: 1.1587... Generator Loss: 2.9497 Epoch 1/1... Step 50 Discriminator Loss: 0.9218... Generator Loss: 1.0577 Epoch 1/1... Step 60 Discriminator Loss: 1.3285... Generator Loss: 2.4605 Epoch 1/1... Step 70 Discriminator Loss: 1.2012... Generator Loss: 2.6849 Epoch 1/1... Step 80 Discriminator Loss: 1.3109... Generator Loss: 0.6983 Epoch 1/1... Step 90 Discriminator Loss: 1.0653... Generator Loss: 1.3794 Epoch 1/1... Step 100 Discriminator Loss: 1.0668... Generator Loss: 2.8544
Epoch 1/1... Step 110 Discriminator Loss: 1.1794... Generator Loss: 0.7226 Epoch 1/1... Step 120 Discriminator Loss: 0.8841... Generator Loss: 0.9309 Epoch 1/1... Step 130 Discriminator Loss: 0.6887... Generator Loss: 2.8278 Epoch 1/1... Step 140 Discriminator Loss: 1.1031... Generator Loss: 1.8005 Epoch 1/1... Step 150 Discriminator Loss: 1.6028... Generator Loss: 1.7182 Epoch 1/1... Step 160 Discriminator Loss: 1.2684... Generator Loss: 0.8391 Epoch 1/1... Step 170 Discriminator Loss: 1.2788... Generator Loss: 0.6770 Epoch 1/1... Step 180 Discriminator Loss: 1.2163... Generator Loss: 1.1475 Epoch 1/1... Step 190 Discriminator Loss: 1.3239... Generator Loss: 0.6455 Epoch 1/1... Step 200 Discriminator Loss: 1.3194... Generator Loss: 0.7980
Epoch 1/1... Step 210 Discriminator Loss: 1.2061... Generator Loss: 0.5879 Epoch 1/1... Step 220 Discriminator Loss: 1.4668... Generator Loss: 2.0996 Epoch 1/1... Step 230 Discriminator Loss: 1.2900... Generator Loss: 0.7168 Epoch 1/1... Step 240 Discriminator Loss: 0.7778... Generator Loss: 1.3379 Epoch 1/1... Step 250 Discriminator Loss: 1.1860... Generator Loss: 1.9470 Epoch 1/1... Step 260 Discriminator Loss: 0.8155... Generator Loss: 1.4931 Epoch 1/1... Step 270 Discriminator Loss: 0.8924... Generator Loss: 0.9707 Epoch 1/1... Step 280 Discriminator Loss: 0.9067... Generator Loss: 1.0394 Epoch 1/1... Step 290 Discriminator Loss: 0.5620... Generator Loss: 1.7001 Epoch 1/1... Step 300 Discriminator Loss: 1.1691... Generator Loss: 0.9489
Epoch 1/1... Step 310 Discriminator Loss: 1.9320... Generator Loss: 1.6974 Epoch 1/1... Step 320 Discriminator Loss: 1.1945... Generator Loss: 0.7731 Epoch 1/1... Step 330 Discriminator Loss: 1.2297... Generator Loss: 1.1597 Epoch 1/1... Step 340 Discriminator Loss: 1.2896... Generator Loss: 0.7292 Epoch 1/1... Step 350 Discriminator Loss: 0.8889... Generator Loss: 1.3072 Epoch 1/1... Step 360 Discriminator Loss: 0.7080... Generator Loss: 1.2808 Epoch 1/1... Step 370 Discriminator Loss: 0.9878... Generator Loss: 1.2912 Epoch 1/1... Step 380 Discriminator Loss: 1.3436... Generator Loss: 2.2677 Epoch 1/1... Step 390 Discriminator Loss: 1.3723... Generator Loss: 1.9123 Epoch 1/1... Step 400 Discriminator Loss: 0.9771... Generator Loss: 1.8962
Epoch 1/1... Step 410 Discriminator Loss: 0.9349... Generator Loss: 1.9625 Epoch 1/1... Step 420 Discriminator Loss: 0.9349... Generator Loss: 1.2221 Epoch 1/1... Step 430 Discriminator Loss: 0.9392... Generator Loss: 1.6018 Epoch 1/1... Step 440 Discriminator Loss: 2.5031... Generator Loss: 3.4439 Epoch 1/1... Step 450 Discriminator Loss: 1.0652... Generator Loss: 1.1627 Epoch 1/1... Step 460 Discriminator Loss: 1.0862... Generator Loss: 0.7030 Epoch 1/1... Step 470 Discriminator Loss: 0.7969... Generator Loss: 1.6244 Epoch 1/1... Step 480 Discriminator Loss: 1.0320... Generator Loss: 1.0620 Epoch 1/1... Step 490 Discriminator Loss: 1.2744... Generator Loss: 0.6854 Epoch 1/1... Step 500 Discriminator Loss: 1.4057... Generator Loss: 0.7479
Epoch 1/1... Step 510 Discriminator Loss: 1.0945... Generator Loss: 0.9277 Epoch 1/1... Step 520 Discriminator Loss: 1.0725... Generator Loss: 1.4350 Epoch 1/1... Step 530 Discriminator Loss: 0.9080... Generator Loss: 1.5930 Epoch 1/1... Step 540 Discriminator Loss: 1.0211... Generator Loss: 1.2733 Epoch 1/1... Step 550 Discriminator Loss: 1.2885... Generator Loss: 0.5997 Epoch 1/1... Step 560 Discriminator Loss: 1.0746... Generator Loss: 0.7268 Epoch 1/1... Step 570 Discriminator Loss: 0.7854... Generator Loss: 1.3331 Epoch 1/1... Step 580 Discriminator Loss: 1.1059... Generator Loss: 0.8042 Epoch 1/1... Step 590 Discriminator Loss: 0.5688... Generator Loss: 1.8918 Epoch 1/1... Step 600 Discriminator Loss: 1.0257... Generator Loss: 0.9577
Epoch 1/1... Step 610 Discriminator Loss: 1.0180... Generator Loss: 1.1736 Epoch 1/1... Step 620 Discriminator Loss: 1.4508... Generator Loss: 1.0239 Epoch 1/1... Step 630 Discriminator Loss: 0.9468... Generator Loss: 1.3548 Epoch 1/1... Step 640 Discriminator Loss: 0.7797... Generator Loss: 1.5469 Epoch 1/1... Step 650 Discriminator Loss: 1.0312... Generator Loss: 0.8447 Epoch 1/1... Step 660 Discriminator Loss: 2.8898... Generator Loss: 4.2314 Epoch 1/1... Step 670 Discriminator Loss: 0.8729... Generator Loss: 1.1608 Epoch 1/1... Step 680 Discriminator Loss: 1.2068... Generator Loss: 0.8167 Epoch 1/1... Step 690 Discriminator Loss: 0.9308... Generator Loss: 1.4236 Epoch 1/1... Step 700 Discriminator Loss: 0.9982... Generator Loss: 0.9215
Epoch 1/1... Step 710 Discriminator Loss: 1.6882... Generator Loss: 0.3537 Epoch 1/1... Step 720 Discriminator Loss: 1.5823... Generator Loss: 1.9349 Epoch 1/1... Step 730 Discriminator Loss: 0.8983... Generator Loss: 2.1335 Epoch 1/1... Step 740 Discriminator Loss: 1.2039... Generator Loss: 0.8538 Epoch 1/1... Step 750 Discriminator Loss: 1.1441... Generator Loss: 1.3064 Epoch 1/1... Step 760 Discriminator Loss: 1.0450... Generator Loss: 1.1418 Epoch 1/1... Step 770 Discriminator Loss: 1.1345... Generator Loss: 1.1024 Epoch 1/1... Step 780 Discriminator Loss: 1.3590... Generator Loss: 1.3695 Epoch 1/1... Step 790 Discriminator Loss: 1.2167... Generator Loss: 1.3390 Epoch 1/1... Step 800 Discriminator Loss: 1.0968... Generator Loss: 1.0571
Epoch 1/1... Step 810 Discriminator Loss: 1.0662... Generator Loss: 1.4876 Epoch 1/1... Step 820 Discriminator Loss: 1.1218... Generator Loss: 1.1314 Epoch 1/1... Step 830 Discriminator Loss: 0.9421... Generator Loss: 1.2199 Epoch 1/1... Step 840 Discriminator Loss: 1.1268... Generator Loss: 0.7715 Epoch 1/1... Step 850 Discriminator Loss: 1.2648... Generator Loss: 0.9175 Epoch 1/1... Step 860 Discriminator Loss: 0.9018... Generator Loss: 0.9978 Epoch 1/1... Step 870 Discriminator Loss: 0.9769... Generator Loss: 1.2689 Epoch 1/1... Step 880 Discriminator Loss: 0.9117... Generator Loss: 0.8585 Epoch 1/1... Step 890 Discriminator Loss: 0.9813... Generator Loss: 1.0170 Epoch 1/1... Step 900 Discriminator Loss: 1.8497... Generator Loss: 0.3101
Epoch 1/1... Step 910 Discriminator Loss: 0.8100... Generator Loss: 1.0825 Epoch 1/1... Step 920 Discriminator Loss: 0.6440... Generator Loss: 2.0184 Epoch 1/1... Step 930 Discriminator Loss: 1.0607... Generator Loss: 0.7968 Epoch 1/1... Step 940 Discriminator Loss: 1.0695... Generator Loss: 0.9156 Epoch 1/1... Step 950 Discriminator Loss: 0.9037... Generator Loss: 1.6653 Epoch 1/1... Step 960 Discriminator Loss: 0.8089... Generator Loss: 1.4636 Epoch 1/1... Step 970 Discriminator Loss: 1.5208... Generator Loss: 0.4362 Epoch 1/1... Step 980 Discriminator Loss: 1.1893... Generator Loss: 0.7798 Epoch 1/1... Step 990 Discriminator Loss: 1.0197... Generator Loss: 0.9367 Epoch 1/1... Step 1000 Discriminator Loss: 1.1649... Generator Loss: 1.4072
Epoch 1/1... Step 1010 Discriminator Loss: 1.7097... Generator Loss: 0.3712 Epoch 1/1... Step 1020 Discriminator Loss: 1.0524... Generator Loss: 1.0111 Epoch 1/1... Step 1030 Discriminator Loss: 1.2196... Generator Loss: 1.7728 Epoch 1/1... Step 1040 Discriminator Loss: 0.7591... Generator Loss: 1.8142 Epoch 1/1... Step 1050 Discriminator Loss: 1.2394... Generator Loss: 0.9522 Epoch 1/1... Step 1060 Discriminator Loss: 1.2558... Generator Loss: 0.7461 Epoch 1/1... Step 1070 Discriminator Loss: 1.3385... Generator Loss: 1.5810 Epoch 1/1... Step 1080 Discriminator Loss: 1.0329... Generator Loss: 0.8776 Epoch 1/1... Step 1090 Discriminator Loss: 1.1443... Generator Loss: 0.7976 Epoch 1/1... Step 1100 Discriminator Loss: 1.2395... Generator Loss: 0.7280
Epoch 1/1... Step 1110 Discriminator Loss: 1.3771... Generator Loss: 0.8736 Epoch 1/1... Step 1120 Discriminator Loss: 1.0838... Generator Loss: 1.1290 Epoch 1/1... Step 1130 Discriminator Loss: 1.2009... Generator Loss: 0.8303 Epoch 1/1... Step 1140 Discriminator Loss: 0.6712... Generator Loss: 1.4470 Epoch 1/1... Step 1150 Discriminator Loss: 0.8777... Generator Loss: 1.4495 Epoch 1/1... Step 1160 Discriminator Loss: 1.0584... Generator Loss: 0.8041 Epoch 1/1... Step 1170 Discriminator Loss: 1.0453... Generator Loss: 0.9210 Epoch 1/1... Step 1180 Discriminator Loss: 1.1231... Generator Loss: 0.6720 Epoch 1/1... Step 1190 Discriminator Loss: 1.3351... Generator Loss: 0.8061 Epoch 1/1... Step 1200 Discriminator Loss: 1.0613... Generator Loss: 1.2407
Epoch 1/1... Step 1210 Discriminator Loss: 1.0699... Generator Loss: 1.0724 Epoch 1/1... Step 1220 Discriminator Loss: 1.3554... Generator Loss: 1.7073 Epoch 1/1... Step 1230 Discriminator Loss: 0.9494... Generator Loss: 0.9185 Epoch 1/1... Step 1240 Discriminator Loss: 1.2648... Generator Loss: 1.3946 Epoch 1/1... Step 1250 Discriminator Loss: 0.9612... Generator Loss: 1.0254 Epoch 1/1... Step 1260 Discriminator Loss: 1.2497... Generator Loss: 0.7886 Epoch 1/1... Step 1270 Discriminator Loss: 1.1311... Generator Loss: 0.9347 Epoch 1/1... Step 1280 Discriminator Loss: 1.0913... Generator Loss: 1.0822 Epoch 1/1... Step 1290 Discriminator Loss: 0.9380... Generator Loss: 1.1694 Epoch 1/1... Step 1300 Discriminator Loss: 1.5291... Generator Loss: 2.1960
Epoch 1/1... Step 1310 Discriminator Loss: 1.0908... Generator Loss: 0.6803 Epoch 1/1... Step 1320 Discriminator Loss: 1.0758... Generator Loss: 0.7218 Epoch 1/1... Step 1330 Discriminator Loss: 1.1118... Generator Loss: 1.2910 Epoch 1/1... Step 1340 Discriminator Loss: 0.9630... Generator Loss: 1.1311 Epoch 1/1... Step 1350 Discriminator Loss: 0.8830... Generator Loss: 1.1654 Epoch 1/1... Step 1360 Discriminator Loss: 1.3942... Generator Loss: 0.7243 Epoch 1/1... Step 1370 Discriminator Loss: 1.3380... Generator Loss: 1.7082 Epoch 1/1... Step 1380 Discriminator Loss: 1.5060... Generator Loss: 0.4213 Epoch 1/1... Step 1390 Discriminator Loss: 0.7433... Generator Loss: 1.3846 Epoch 1/1... Step 1400 Discriminator Loss: 0.9441... Generator Loss: 1.0617
Epoch 1/1... Step 1410 Discriminator Loss: 0.6838... Generator Loss: 1.5468 Epoch 1/1... Step 1420 Discriminator Loss: 1.1627... Generator Loss: 0.7106 Epoch 1/1... Step 1430 Discriminator Loss: 1.5607... Generator Loss: 0.5589 Epoch 1/1... Step 1440 Discriminator Loss: 1.1290... Generator Loss: 0.9528 Epoch 1/1... Step 1450 Discriminator Loss: 1.0679... Generator Loss: 0.9013 Epoch 1/1... Step 1460 Discriminator Loss: 1.1235... Generator Loss: 0.8934 Epoch 1/1... Step 1470 Discriminator Loss: 0.9865... Generator Loss: 0.8751 Epoch 1/1... Step 1480 Discriminator Loss: 1.0233... Generator Loss: 0.9387 Epoch 1/1... Step 1490 Discriminator Loss: 0.8751... Generator Loss: 1.3753 Epoch 1/1... Step 1500 Discriminator Loss: 1.4305... Generator Loss: 1.1644
Epoch 1/1... Step 1510 Discriminator Loss: 0.7124... Generator Loss: 1.3105 Epoch 1/1... Step 1520 Discriminator Loss: 1.0704... Generator Loss: 0.8458 Epoch 1/1... Step 1530 Discriminator Loss: 1.3162... Generator Loss: 0.7395 Epoch 1/1... Step 1540 Discriminator Loss: 1.1779... Generator Loss: 1.0938 Epoch 1/1... Step 1550 Discriminator Loss: 1.2077... Generator Loss: 0.8670 Epoch 1/1... Step 1560 Discriminator Loss: 1.1896... Generator Loss: 1.3379 Epoch 1/1... Step 1570 Discriminator Loss: 1.1674... Generator Loss: 0.9082 Epoch 1/1... Step 1580 Discriminator Loss: 0.7245... Generator Loss: 1.2988 Epoch 1/1... Step 1590 Discriminator Loss: 1.0596... Generator Loss: 0.9954 Epoch 1/1... Step 1600 Discriminator Loss: 1.9031... Generator Loss: 2.5128
Epoch 1/1... Step 1610 Discriminator Loss: 1.1482... Generator Loss: 0.8985 Epoch 1/1... Step 1620 Discriminator Loss: 1.1118... Generator Loss: 0.9019 Epoch 1/1... Step 1630 Discriminator Loss: 0.8243... Generator Loss: 1.2962 Epoch 1/1... Step 1640 Discriminator Loss: 0.9046... Generator Loss: 0.9358 Epoch 1/1... Step 1650 Discriminator Loss: 0.8276... Generator Loss: 1.2470 Epoch 1/1... Step 1660 Discriminator Loss: 1.1429... Generator Loss: 0.6572 Epoch 1/1... Step 1670 Discriminator Loss: 1.0885... Generator Loss: 1.2493 Epoch 1/1... Step 1680 Discriminator Loss: 1.2146... Generator Loss: 0.7328 Epoch 1/1... Step 1690 Discriminator Loss: 1.9444... Generator Loss: 1.9429 Epoch 1/1... Step 1700 Discriminator Loss: 0.9124... Generator Loss: 1.3906
Epoch 1/1... Step 1710 Discriminator Loss: 1.2892... Generator Loss: 1.3540 Epoch 1/1... Step 1720 Discriminator Loss: 0.7445... Generator Loss: 1.6841 Epoch 1/1... Step 1730 Discriminator Loss: 1.1643... Generator Loss: 1.5645 Epoch 1/1... Step 1740 Discriminator Loss: 0.9725... Generator Loss: 1.1309 Epoch 1/1... Step 1750 Discriminator Loss: 1.2906... Generator Loss: 0.5470 Epoch 1/1... Step 1760 Discriminator Loss: 1.0793... Generator Loss: 1.8299 Epoch 1/1... Step 1770 Discriminator Loss: 2.1900... Generator Loss: 0.2418 Epoch 1/1... Step 1780 Discriminator Loss: 0.8727... Generator Loss: 1.0456 Epoch 1/1... Step 1790 Discriminator Loss: 1.6514... Generator Loss: 1.1604 Epoch 1/1... Step 1800 Discriminator Loss: 0.7933... Generator Loss: 1.1217
Epoch 1/1... Step 1810 Discriminator Loss: 1.5650... Generator Loss: 0.4273 Epoch 1/1... Step 1820 Discriminator Loss: 0.8596... Generator Loss: 1.0429 Epoch 1/1... Step 1830 Discriminator Loss: 0.8640... Generator Loss: 1.2159 Epoch 1/1... Step 1840 Discriminator Loss: 1.1754... Generator Loss: 0.6844 Epoch 1/1... Step 1850 Discriminator Loss: 0.9582... Generator Loss: 1.8466 Epoch 1/1... Step 1860 Discriminator Loss: 0.8915... Generator Loss: 1.0925 Epoch 1/1... Step 1870 Discriminator Loss: 1.0807... Generator Loss: 0.7613 Epoch 1/1... Step 1880 Discriminator Loss: 0.7116... Generator Loss: 1.4321 Epoch 1/1... Step 1890 Discriminator Loss: 0.6713... Generator Loss: 2.2767 Epoch 1/1... Step 1900 Discriminator Loss: 1.0949... Generator Loss: 0.8871
Epoch 1/1... Step 1910 Discriminator Loss: 1.0105... Generator Loss: 0.9371 Epoch 1/1... Step 1920 Discriminator Loss: 1.0134... Generator Loss: 1.5028 Epoch 1/1... Step 1930 Discriminator Loss: 0.9002... Generator Loss: 0.9541 Epoch 1/1... Step 1940 Discriminator Loss: 1.0339... Generator Loss: 1.3090 Epoch 1/1... Step 1950 Discriminator Loss: 1.2116... Generator Loss: 1.1702 Epoch 1/1... Step 1960 Discriminator Loss: 0.9593... Generator Loss: 1.3144 Epoch 1/1... Step 1970 Discriminator Loss: 0.9925... Generator Loss: 1.0621 Epoch 1/1... Step 1980 Discriminator Loss: 1.0962... Generator Loss: 1.3493 Epoch 1/1... Step 1990 Discriminator Loss: 0.8368... Generator Loss: 1.0234 Epoch 1/1... Step 2000 Discriminator Loss: 1.0698... Generator Loss: 1.1929
Epoch 1/1... Step 2010 Discriminator Loss: 0.8638... Generator Loss: 1.1350 Epoch 1/1... Step 2020 Discriminator Loss: 0.6009... Generator Loss: 1.7701 Epoch 1/1... Step 2030 Discriminator Loss: 0.9611... Generator Loss: 1.1128 Epoch 1/1... Step 2040 Discriminator Loss: 1.1633... Generator Loss: 1.1267 Epoch 1/1... Step 2050 Discriminator Loss: 0.9300... Generator Loss: 1.2307 Epoch 1/1... Step 2060 Discriminator Loss: 0.9140... Generator Loss: 1.0451 Epoch 1/1... Step 2070 Discriminator Loss: 0.8982... Generator Loss: 1.2260 Epoch 1/1... Step 2080 Discriminator Loss: 1.1498... Generator Loss: 0.7694 Epoch 1/1... Step 2090 Discriminator Loss: 1.1029... Generator Loss: 0.9306 Epoch 1/1... Step 2100 Discriminator Loss: 1.1277... Generator Loss: 0.8432
Epoch 1/1... Step 2110 Discriminator Loss: 0.9707... Generator Loss: 1.0847 Epoch 1/1... Step 2120 Discriminator Loss: 1.2286... Generator Loss: 0.8523 Epoch 1/1... Step 2130 Discriminator Loss: 1.0817... Generator Loss: 0.8987 Epoch 1/1... Step 2140 Discriminator Loss: 1.1197... Generator Loss: 0.8830 Epoch 1/1... Step 2150 Discriminator Loss: 1.0637... Generator Loss: 1.0771 Epoch 1/1... Step 2160 Discriminator Loss: 0.8498... Generator Loss: 1.1025 Epoch 1/1... Step 2170 Discriminator Loss: 1.8021... Generator Loss: 0.3518 Epoch 1/1... Step 2180 Discriminator Loss: 0.8283... Generator Loss: 1.1011 Epoch 1/1... Step 2190 Discriminator Loss: 1.0444... Generator Loss: 0.8029 Epoch 1/1... Step 2200 Discriminator Loss: 1.1089... Generator Loss: 0.9698
Epoch 1/1... Step 2210 Discriminator Loss: 1.1203... Generator Loss: 0.9618 Epoch 1/1... Step 2220 Discriminator Loss: 0.9751... Generator Loss: 1.0086 Epoch 1/1... Step 2230 Discriminator Loss: 1.1195... Generator Loss: 0.8043 Epoch 1/1... Step 2240 Discriminator Loss: 1.1392... Generator Loss: 0.8739 Epoch 1/1... Step 2250 Discriminator Loss: 1.1068... Generator Loss: 0.8983 Epoch 1/1... Step 2260 Discriminator Loss: 1.0899... Generator Loss: 0.7145 Epoch 1/1... Step 2270 Discriminator Loss: 1.0097... Generator Loss: 0.8927 Epoch 1/1... Step 2280 Discriminator Loss: 0.9656... Generator Loss: 1.1390 Epoch 1/1... Step 2290 Discriminator Loss: 1.1514... Generator Loss: 0.6969 Epoch 1/1... Step 2300 Discriminator Loss: 0.8947... Generator Loss: 1.1456
Epoch 1/1... Step 2310 Discriminator Loss: 1.0396... Generator Loss: 0.9744 Epoch 1/1... Step 2320 Discriminator Loss: 1.0329... Generator Loss: 1.2826 Epoch 1/1... Step 2330 Discriminator Loss: 0.8443... Generator Loss: 1.1661 Epoch 1/1... Step 2340 Discriminator Loss: 1.0726... Generator Loss: 0.7977 Epoch 1/1... Step 2350 Discriminator Loss: 0.8524... Generator Loss: 1.1929 Epoch 1/1... Step 2360 Discriminator Loss: 0.9647... Generator Loss: 1.4577 Epoch 1/1... Step 2370 Discriminator Loss: 0.9730... Generator Loss: 0.9015 Epoch 1/1... Step 2380 Discriminator Loss: 1.8401... Generator Loss: 0.2897 Epoch 1/1... Step 2390 Discriminator Loss: 1.1347... Generator Loss: 0.9277 Epoch 1/1... Step 2400 Discriminator Loss: 1.0699... Generator Loss: 0.9608
Epoch 1/1... Step 2410 Discriminator Loss: 0.8386... Generator Loss: 1.0713 Epoch 1/1... Step 2420 Discriminator Loss: 0.7838... Generator Loss: 1.1481 Epoch 1/1... Step 2430 Discriminator Loss: 2.7322... Generator Loss: 3.8174 Epoch 1/1... Step 2440 Discriminator Loss: 1.2092... Generator Loss: 0.9430 Epoch 1/1... Step 2450 Discriminator Loss: 1.3424... Generator Loss: 0.9252 Epoch 1/1... Step 2460 Discriminator Loss: 1.0436... Generator Loss: 1.1481 Epoch 1/1... Step 2470 Discriminator Loss: 1.1622... Generator Loss: 0.7571 Epoch 1/1... Step 2480 Discriminator Loss: 0.8432... Generator Loss: 1.0602 Epoch 1/1... Step 2490 Discriminator Loss: 1.1246... Generator Loss: 0.8206 Epoch 1/1... Step 2500 Discriminator Loss: 0.9466... Generator Loss: 0.9858
Epoch 1/1... Step 2510 Discriminator Loss: 1.3652... Generator Loss: 0.5580 Epoch 1/1... Step 2520 Discriminator Loss: 0.8949... Generator Loss: 1.5149 Epoch 1/1... Step 2530 Discriminator Loss: 1.0210... Generator Loss: 1.1425 Epoch 1/1... Step 2540 Discriminator Loss: 1.1688... Generator Loss: 0.7257 Epoch 1/1... Step 2550 Discriminator Loss: 0.9945... Generator Loss: 0.9471 Epoch 1/1... Step 2560 Discriminator Loss: 1.1237... Generator Loss: 1.2618 Epoch 1/1... Step 2570 Discriminator Loss: 1.6376... Generator Loss: 0.4057 Epoch 1/1... Step 2580 Discriminator Loss: 1.2134... Generator Loss: 0.9579 Epoch 1/1... Step 2590 Discriminator Loss: 1.1068... Generator Loss: 1.3669 Epoch 1/1... Step 2600 Discriminator Loss: 0.9648... Generator Loss: 1.2102
Epoch 1/1... Step 2610 Discriminator Loss: 1.1362... Generator Loss: 1.2373 Epoch 1/1... Step 2620 Discriminator Loss: 0.9368... Generator Loss: 1.1411 Epoch 1/1... Step 2630 Discriminator Loss: 0.9737... Generator Loss: 1.5203 Epoch 1/1... Step 2640 Discriminator Loss: 1.1056... Generator Loss: 0.7067 Epoch 1/1... Step 2650 Discriminator Loss: 2.8867... Generator Loss: 0.1190 Epoch 1/1... Step 2660 Discriminator Loss: 1.0604... Generator Loss: 1.2757 Epoch 1/1... Step 2670 Discriminator Loss: 1.0072... Generator Loss: 1.0458 Epoch 1/1... Step 2680 Discriminator Loss: 1.1739... Generator Loss: 1.1158 Epoch 1/1... Step 2690 Discriminator Loss: 1.0197... Generator Loss: 0.9332 Epoch 1/1... Step 2700 Discriminator Loss: 1.0672... Generator Loss: 0.7672
Epoch 1/1... Step 2710 Discriminator Loss: 0.8686... Generator Loss: 1.4497 Epoch 1/1... Step 2720 Discriminator Loss: 1.0103... Generator Loss: 1.1768 Epoch 1/1... Step 2730 Discriminator Loss: 1.1877... Generator Loss: 0.8975 Epoch 1/1... Step 2740 Discriminator Loss: 1.1015... Generator Loss: 1.1004 Epoch 1/1... Step 2750 Discriminator Loss: 1.0336... Generator Loss: 0.9779 Epoch 1/1... Step 2760 Discriminator Loss: 0.9714... Generator Loss: 0.9537 Epoch 1/1... Step 2770 Discriminator Loss: 1.0215... Generator Loss: 0.8064 Epoch 1/1... Step 2780 Discriminator Loss: 1.1344... Generator Loss: 0.8345 Epoch 1/1... Step 2790 Discriminator Loss: 0.8450... Generator Loss: 1.8277 Epoch 1/1... Step 2800 Discriminator Loss: 0.7776... Generator Loss: 1.4111
Epoch 1/1... Step 2810 Discriminator Loss: 1.1460... Generator Loss: 0.7411 Epoch 1/1... Step 2820 Discriminator Loss: 1.1148... Generator Loss: 1.3826 Epoch 1/1... Step 2830 Discriminator Loss: 1.0845... Generator Loss: 0.7720 Epoch 1/1... Step 2840 Discriminator Loss: 1.1583... Generator Loss: 0.8395 Epoch 1/1... Step 2850 Discriminator Loss: 0.9296... Generator Loss: 1.2991 Epoch 1/1... Step 2860 Discriminator Loss: 1.0998... Generator Loss: 0.7877 Epoch 1/1... Step 2870 Discriminator Loss: 1.2253... Generator Loss: 0.9840 Epoch 1/1... Step 2880 Discriminator Loss: 0.9342... Generator Loss: 0.8668 Epoch 1/1... Step 2890 Discriminator Loss: 1.1445... Generator Loss: 1.5129 Epoch 1/1... Step 2900 Discriminator Loss: 1.1876... Generator Loss: 0.8364
Epoch 1/1... Step 2910 Discriminator Loss: 0.9375... Generator Loss: 0.9484 Epoch 1/1... Step 2920 Discriminator Loss: 1.1401... Generator Loss: 0.7920 Epoch 1/1... Step 2930 Discriminator Loss: 1.0282... Generator Loss: 0.9355 Epoch 1/1... Step 2940 Discriminator Loss: 1.0190... Generator Loss: 1.5198 Epoch 1/1... Step 2950 Discriminator Loss: 1.0425... Generator Loss: 0.8365 Epoch 1/1... Step 2960 Discriminator Loss: 1.2569... Generator Loss: 0.9999 Epoch 1/1... Step 2970 Discriminator Loss: 1.0505... Generator Loss: 0.8618 Epoch 1/1... Step 2980 Discriminator Loss: 0.8790... Generator Loss: 1.1238 Epoch 1/1... Step 2990 Discriminator Loss: 0.9760... Generator Loss: 0.8678 Epoch 1/1... Step 3000 Discriminator Loss: 0.8886... Generator Loss: 1.2429
Epoch 1/1... Step 3010 Discriminator Loss: 0.9072... Generator Loss: 0.9057 Epoch 1/1... Step 3020 Discriminator Loss: 1.3181... Generator Loss: 0.5715 Epoch 1/1... Step 3030 Discriminator Loss: 0.9333... Generator Loss: 0.9426 Epoch 1/1... Step 3040 Discriminator Loss: 0.9919... Generator Loss: 1.7885 Epoch 1/1... Step 3050 Discriminator Loss: 1.1926... Generator Loss: 0.9329 Epoch 1/1... Step 3060 Discriminator Loss: 1.3126... Generator Loss: 1.0120 Epoch 1/1... Step 3070 Discriminator Loss: 1.4796... Generator Loss: 0.4961 Epoch 1/1... Step 3080 Discriminator Loss: 0.9361... Generator Loss: 0.9161 Epoch 1/1... Step 3090 Discriminator Loss: 0.9359... Generator Loss: 1.2478 Epoch 1/1... Step 3100 Discriminator Loss: 1.0336... Generator Loss: 1.4048
Epoch 1/1... Step 3110 Discriminator Loss: 0.8923... Generator Loss: 1.1694 Epoch 1/1... Step 3120 Discriminator Loss: 1.0025... Generator Loss: 0.7915 Epoch 1/1... Step 3130 Discriminator Loss: 1.0260... Generator Loss: 0.8656 Epoch 1/1... Step 3140 Discriminator Loss: 1.1005... Generator Loss: 0.9111 Epoch 1/1... Step 3150 Discriminator Loss: 0.8629... Generator Loss: 1.0195 Epoch 1/1... Step 3160 Discriminator Loss: 1.0652... Generator Loss: 1.2348 Epoch 1/1... Step 3170 Discriminator Loss: 1.0381... Generator Loss: 0.9818 Epoch 1/1... Step 3180 Discriminator Loss: 1.1165... Generator Loss: 1.0082 Epoch 1/1... Step 3190 Discriminator Loss: 0.7308... Generator Loss: 1.2334 Epoch 1/1... Step 3200 Discriminator Loss: 1.4407... Generator Loss: 0.4870
Epoch 1/1... Step 3210 Discriminator Loss: 1.1406... Generator Loss: 0.7946 Epoch 1/1... Step 3220 Discriminator Loss: 1.0040... Generator Loss: 0.9498 Epoch 1/1... Step 3230 Discriminator Loss: 1.0995... Generator Loss: 0.7815 Epoch 1/1... Step 3240 Discriminator Loss: 1.0194... Generator Loss: 0.8421 Epoch 1/1... Step 3250 Discriminator Loss: 1.0428... Generator Loss: 1.0944 Epoch 1/1... Step 3260 Discriminator Loss: 0.8888... Generator Loss: 0.9632 Epoch 1/1... Step 3270 Discriminator Loss: 0.9037... Generator Loss: 1.0647 Epoch 1/1... Step 3280 Discriminator Loss: 1.6211... Generator Loss: 0.4611 Epoch 1/1... Step 3290 Discriminator Loss: 1.2181... Generator Loss: 0.7380 Epoch 1/1... Step 3300 Discriminator Loss: 1.1609... Generator Loss: 0.7887
Epoch 1/1... Step 3310 Discriminator Loss: 1.2466... Generator Loss: 0.6171 Epoch 1/1... Step 3320 Discriminator Loss: 1.1167... Generator Loss: 0.7408 Epoch 1/1... Step 3330 Discriminator Loss: 1.0693... Generator Loss: 0.9803 Epoch 1/1... Step 3340 Discriminator Loss: 0.5768... Generator Loss: 1.7834 Epoch 1/1... Step 3350 Discriminator Loss: 1.5796... Generator Loss: 2.9362 Epoch 1/1... Step 3360 Discriminator Loss: 0.9558... Generator Loss: 1.1919 Epoch 1/1... Step 3370 Discriminator Loss: 0.9722... Generator Loss: 0.8799 Epoch 1/1... Step 3380 Discriminator Loss: 1.0124... Generator Loss: 1.0333 Epoch 1/1... Step 3390 Discriminator Loss: 1.0047... Generator Loss: 0.9226 Epoch 1/1... Step 3400 Discriminator Loss: 0.9937... Generator Loss: 1.1716
Epoch 1/1... Step 3410 Discriminator Loss: 1.1544... Generator Loss: 0.6495 Epoch 1/1... Step 3420 Discriminator Loss: 1.0306... Generator Loss: 1.1146 Epoch 1/1... Step 3430 Discriminator Loss: 1.2582... Generator Loss: 0.7542 Epoch 1/1... Step 3440 Discriminator Loss: 1.1754... Generator Loss: 0.6324 Epoch 1/1... Step 3450 Discriminator Loss: 0.8529... Generator Loss: 1.0262 Epoch 1/1... Step 3460 Discriminator Loss: 1.3642... Generator Loss: 0.8595 Epoch 1/1... Step 3470 Discriminator Loss: 0.9157... Generator Loss: 0.9659 Epoch 1/1... Step 3480 Discriminator Loss: 1.0343... Generator Loss: 0.7642 Epoch 1/1... Step 3490 Discriminator Loss: 0.7782... Generator Loss: 1.2892 Epoch 1/1... Step 3500 Discriminator Loss: 1.0683... Generator Loss: 0.8502
Epoch 1/1... Step 3510 Discriminator Loss: 1.0398... Generator Loss: 0.9205 Epoch 1/1... Step 3520 Discriminator Loss: 0.9510... Generator Loss: 0.9264 Epoch 1/1... Step 3530 Discriminator Loss: 1.1219... Generator Loss: 0.7291 Epoch 1/1... Step 3540 Discriminator Loss: 1.1863... Generator Loss: 0.8997 Epoch 1/1... Step 3550 Discriminator Loss: 1.2713... Generator Loss: 0.6872 Epoch 1/1... Step 3560 Discriminator Loss: 1.0224... Generator Loss: 0.8214 Epoch 1/1... Step 3570 Discriminator Loss: 1.2374... Generator Loss: 0.8100 Epoch 1/1... Step 3580 Discriminator Loss: 0.8870... Generator Loss: 0.9554 Epoch 1/1... Step 3590 Discriminator Loss: 0.7511... Generator Loss: 1.1807 Epoch 1/1... Step 3600 Discriminator Loss: 1.1015... Generator Loss: 1.0685
Epoch 1/1... Step 3610 Discriminator Loss: 1.4398... Generator Loss: 2.2938 Epoch 1/1... Step 3620 Discriminator Loss: 0.9254... Generator Loss: 0.9575 Epoch 1/1... Step 3630 Discriminator Loss: 1.0054... Generator Loss: 1.1694 Epoch 1/1... Step 3640 Discriminator Loss: 1.1550... Generator Loss: 0.8876 Epoch 1/1... Step 3650 Discriminator Loss: 0.8469... Generator Loss: 1.2454 Epoch 1/1... Step 3660 Discriminator Loss: 1.0549... Generator Loss: 0.9588 Epoch 1/1... Step 3670 Discriminator Loss: 0.9520... Generator Loss: 1.0625 Epoch 1/1... Step 3680 Discriminator Loss: 1.0650... Generator Loss: 0.9285 Epoch 1/1... Step 3690 Discriminator Loss: 1.2276... Generator Loss: 0.6751 Epoch 1/1... Step 3700 Discriminator Loss: 1.1703... Generator Loss: 0.6662
Epoch 1/1... Step 3710 Discriminator Loss: 1.1399... Generator Loss: 0.8124 Epoch 1/1... Step 3720 Discriminator Loss: 1.1369... Generator Loss: 0.8440 Epoch 1/1... Step 3730 Discriminator Loss: 1.1446... Generator Loss: 0.7892 Epoch 1/1... Step 3740 Discriminator Loss: 1.3799... Generator Loss: 0.5209 Epoch 1/1... Step 3750 Discriminator Loss: 0.9853... Generator Loss: 0.8517 Epoch 1/1... Step 3760 Discriminator Loss: 1.1002... Generator Loss: 1.9696 Epoch 1/1... Step 3770 Discriminator Loss: 0.9044... Generator Loss: 1.5625 Epoch 1/1... Step 3780 Discriminator Loss: 1.2518... Generator Loss: 0.6635 Epoch 1/1... Step 3790 Discriminator Loss: 1.0258... Generator Loss: 0.9118 Epoch 1/1... Step 3800 Discriminator Loss: 1.0097... Generator Loss: 0.8251
Epoch 1/1... Step 3810 Discriminator Loss: 1.1759... Generator Loss: 0.8205 Epoch 1/1... Step 3820 Discriminator Loss: 1.0591... Generator Loss: 0.7960 Epoch 1/1... Step 3830 Discriminator Loss: 1.2532... Generator Loss: 2.1940 Epoch 1/1... Step 3840 Discriminator Loss: 0.9689... Generator Loss: 1.4127 Epoch 1/1... Step 3850 Discriminator Loss: 0.8439... Generator Loss: 1.6121 Epoch 1/1... Step 3860 Discriminator Loss: 1.0791... Generator Loss: 1.6384 Epoch 1/1... Step 3870 Discriminator Loss: 1.2271... Generator Loss: 0.8326 Epoch 1/1... Step 3880 Discriminator Loss: 1.4094... Generator Loss: 0.5417 Epoch 1/1... Step 3890 Discriminator Loss: 0.9367... Generator Loss: 1.0438 Epoch 1/1... Step 3900 Discriminator Loss: 0.7920... Generator Loss: 1.1798
Epoch 1/1... Step 3910 Discriminator Loss: 1.3178... Generator Loss: 0.5495 Epoch 1/1... Step 3920 Discriminator Loss: 0.8481... Generator Loss: 0.9925 Epoch 1/1... Step 3930 Discriminator Loss: 1.1193... Generator Loss: 0.6947 Epoch 1/1... Step 3940 Discriminator Loss: 1.5159... Generator Loss: 0.4157 Epoch 1/1... Step 3950 Discriminator Loss: 1.3525... Generator Loss: 0.5857 Epoch 1/1... Step 3960 Discriminator Loss: 1.1461... Generator Loss: 0.9093 Epoch 1/1... Step 3970 Discriminator Loss: 0.9975... Generator Loss: 1.1971 Epoch 1/1... Step 3980 Discriminator Loss: 1.1040... Generator Loss: 1.1066 Epoch 1/1... Step 3990 Discriminator Loss: 1.0426... Generator Loss: 0.8149 Epoch 1/1... Step 4000 Discriminator Loss: 0.9368... Generator Loss: 1.1290
Epoch 1/1... Step 4010 Discriminator Loss: 1.1708... Generator Loss: 0.7754 Epoch 1/1... Step 4020 Discriminator Loss: 0.9907... Generator Loss: 1.0762 Epoch 1/1... Step 4030 Discriminator Loss: 1.0492... Generator Loss: 0.8780 Epoch 1/1... Step 4040 Discriminator Loss: 1.2098... Generator Loss: 1.0575 Epoch 1/1... Step 4050 Discriminator Loss: 1.2729... Generator Loss: 0.6001 Epoch 1/1... Step 4060 Discriminator Loss: 0.9765... Generator Loss: 0.8933 Epoch 1/1... Step 4070 Discriminator Loss: 1.0705... Generator Loss: 0.9153 Epoch 1/1... Step 4080 Discriminator Loss: 0.9292... Generator Loss: 1.7452 Epoch 1/1... Step 4090 Discriminator Loss: 0.9506... Generator Loss: 1.2290 Epoch 1/1... Step 4100 Discriminator Loss: 0.9888... Generator Loss: 0.8858
Epoch 1/1... Step 4110 Discriminator Loss: 0.9604... Generator Loss: 0.9890 Epoch 1/1... Step 4120 Discriminator Loss: 1.1348... Generator Loss: 1.3543 Epoch 1/1... Step 4130 Discriminator Loss: 1.1836... Generator Loss: 0.7413 Epoch 1/1... Step 4140 Discriminator Loss: 1.0783... Generator Loss: 1.2559 Epoch 1/1... Step 4150 Discriminator Loss: 1.0542... Generator Loss: 1.0055 Epoch 1/1... Step 4160 Discriminator Loss: 1.0787... Generator Loss: 0.7495 Epoch 1/1... Step 4170 Discriminator Loss: 1.1704... Generator Loss: 0.8718 Epoch 1/1... Step 4180 Discriminator Loss: 1.0490... Generator Loss: 0.9907 Epoch 1/1... Step 4190 Discriminator Loss: 1.4744... Generator Loss: 1.2623 Epoch 1/1... Step 4200 Discriminator Loss: 0.8087... Generator Loss: 1.2923
Epoch 1/1... Step 4210 Discriminator Loss: 1.0115... Generator Loss: 0.9221 Epoch 1/1... Step 4220 Discriminator Loss: 0.6479... Generator Loss: 1.5194 Epoch 1/1... Step 4230 Discriminator Loss: 0.4851... Generator Loss: 2.1788 Epoch 1/1... Step 4240 Discriminator Loss: 1.2015... Generator Loss: 1.8126 Epoch 1/1... Step 4250 Discriminator Loss: 1.2167... Generator Loss: 1.2176 Epoch 1/1... Step 4260 Discriminator Loss: 1.6712... Generator Loss: 0.4313 Epoch 1/1... Step 4270 Discriminator Loss: 1.0765... Generator Loss: 0.7334 Epoch 1/1... Step 4280 Discriminator Loss: 0.6263... Generator Loss: 1.5148 Epoch 1/1... Step 4290 Discriminator Loss: 3.7760... Generator Loss: 4.1982 Epoch 1/1... Step 4300 Discriminator Loss: 1.1571... Generator Loss: 1.0441
Epoch 1/1... Step 4310 Discriminator Loss: 1.1327... Generator Loss: 0.8016 Epoch 1/1... Step 4320 Discriminator Loss: 0.9461... Generator Loss: 1.0155 Epoch 1/1... Step 4330 Discriminator Loss: 0.8052... Generator Loss: 1.1090 Epoch 1/1... Step 4340 Discriminator Loss: 0.9687... Generator Loss: 1.0494 Epoch 1/1... Step 4350 Discriminator Loss: 1.2990... Generator Loss: 0.7607 Epoch 1/1... Step 4360 Discriminator Loss: 1.1980... Generator Loss: 0.6362 Epoch 1/1... Step 4370 Discriminator Loss: 1.1762... Generator Loss: 0.7533 Epoch 1/1... Step 4380 Discriminator Loss: 0.8379... Generator Loss: 1.1690 Epoch 1/1... Step 4390 Discriminator Loss: 1.2807... Generator Loss: 0.6213 Epoch 1/1... Step 4400 Discriminator Loss: 1.1708... Generator Loss: 0.6791
Epoch 1/1... Step 4410 Discriminator Loss: 1.2580... Generator Loss: 0.5985 Epoch 1/1... Step 4420 Discriminator Loss: 0.9525... Generator Loss: 1.1960 Epoch 1/1... Step 4430 Discriminator Loss: 1.3131... Generator Loss: 0.6432 Epoch 1/1... Step 4440 Discriminator Loss: 1.0911... Generator Loss: 0.8626 Epoch 1/1... Step 4450 Discriminator Loss: 0.9279... Generator Loss: 0.8953 Epoch 1/1... Step 4460 Discriminator Loss: 1.1957... Generator Loss: 0.7026 Epoch 1/1... Step 4470 Discriminator Loss: 0.9871... Generator Loss: 0.8934 Epoch 1/1... Step 4480 Discriminator Loss: 1.1020... Generator Loss: 0.7702 Epoch 1/1... Step 4490 Discriminator Loss: 1.3342... Generator Loss: 0.5506 Epoch 1/1... Step 4500 Discriminator Loss: 1.3970... Generator Loss: 0.5800
Epoch 1/1... Step 4510 Discriminator Loss: 0.9151... Generator Loss: 1.0419 Epoch 1/1... Step 4520 Discriminator Loss: 1.0325... Generator Loss: 0.9316 Epoch 1/1... Step 4530 Discriminator Loss: 0.9426... Generator Loss: 1.2483 Epoch 1/1... Step 4540 Discriminator Loss: 0.9690... Generator Loss: 1.0658 Epoch 1/1... Step 4550 Discriminator Loss: 1.0449... Generator Loss: 0.8866 Epoch 1/1... Step 4560 Discriminator Loss: 1.1735... Generator Loss: 0.8864 Epoch 1/1... Step 4570 Discriminator Loss: 1.2746... Generator Loss: 0.8742 Epoch 1/1... Step 4580 Discriminator Loss: 0.8856... Generator Loss: 1.1978 Epoch 1/1... Step 4590 Discriminator Loss: 1.1084... Generator Loss: 1.1956 Epoch 1/1... Step 4600 Discriminator Loss: 1.2232... Generator Loss: 1.1096
Epoch 1/1... Step 4610 Discriminator Loss: 1.3652... Generator Loss: 1.9402 Epoch 1/1... Step 4620 Discriminator Loss: 1.1552... Generator Loss: 0.6678 Epoch 1/1... Step 4630 Discriminator Loss: 0.9668... Generator Loss: 0.9228 Epoch 1/1... Step 4640 Discriminator Loss: 1.0418... Generator Loss: 0.8670 Epoch 1/1... Step 4650 Discriminator Loss: 1.0980... Generator Loss: 0.8202 Epoch 1/1... Step 4660 Discriminator Loss: 1.0457... Generator Loss: 0.8422 Epoch 1/1... Step 4670 Discriminator Loss: 0.9220... Generator Loss: 1.1236 Epoch 1/1... Step 4680 Discriminator Loss: 0.9915... Generator Loss: 0.8203 Epoch 1/1... Step 4690 Discriminator Loss: 1.1763... Generator Loss: 0.7255 Epoch 1/1... Step 4700 Discriminator Loss: 1.0840... Generator Loss: 1.2063
Epoch 1/1... Step 4710 Discriminator Loss: 0.8241... Generator Loss: 1.2246 Epoch 1/1... Step 4720 Discriminator Loss: 1.0593... Generator Loss: 0.7718 Epoch 1/1... Step 4730 Discriminator Loss: 0.9781... Generator Loss: 0.9087 Epoch 1/1... Step 4740 Discriminator Loss: 1.0922... Generator Loss: 0.7189 Epoch 1/1... Step 4750 Discriminator Loss: 1.0168... Generator Loss: 0.8375 Epoch 1/1... Step 4760 Discriminator Loss: 1.1360... Generator Loss: 1.9066 Epoch 1/1... Step 4770 Discriminator Loss: 0.9567... Generator Loss: 1.2394 Epoch 1/1... Step 4780 Discriminator Loss: 1.0106... Generator Loss: 1.0572 Epoch 1/1... Step 4790 Discriminator Loss: 0.9346... Generator Loss: 0.9721 Epoch 1/1... Step 4800 Discriminator Loss: 1.2027... Generator Loss: 0.8633
Epoch 1/1... Step 4810 Discriminator Loss: 1.2972... Generator Loss: 0.5620 Epoch 1/1... Step 4820 Discriminator Loss: 1.0212... Generator Loss: 1.0172 Epoch 1/1... Step 4830 Discriminator Loss: 0.8613... Generator Loss: 1.0876 Epoch 1/1... Step 4840 Discriminator Loss: 0.9335... Generator Loss: 1.9200 Epoch 1/1... Step 4850 Discriminator Loss: 1.0773... Generator Loss: 1.0253 Epoch 1/1... Step 4860 Discriminator Loss: 1.0596... Generator Loss: 0.8632 Epoch 1/1... Step 4870 Discriminator Loss: 0.7901... Generator Loss: 1.1096 Epoch 1/1... Step 4880 Discriminator Loss: 1.2581... Generator Loss: 0.7803 Epoch 1/1... Step 4890 Discriminator Loss: 0.9733... Generator Loss: 0.9101 Epoch 1/1... Step 4900 Discriminator Loss: 0.8698... Generator Loss: 1.2756
Epoch 1/1... Step 4910 Discriminator Loss: 1.0265... Generator Loss: 0.8156 Epoch 1/1... Step 4920 Discriminator Loss: 1.1356... Generator Loss: 0.8466 Epoch 1/1... Step 4930 Discriminator Loss: 1.0630... Generator Loss: 0.8836 Epoch 1/1... Step 4940 Discriminator Loss: 0.9543... Generator Loss: 1.3474 Epoch 1/1... Step 4950 Discriminator Loss: 0.8628... Generator Loss: 1.1182 Epoch 1/1... Step 4960 Discriminator Loss: 1.0236... Generator Loss: 1.1426 Epoch 1/1... Step 4970 Discriminator Loss: 1.1586... Generator Loss: 0.7144 Epoch 1/1... Step 4980 Discriminator Loss: 0.8123... Generator Loss: 1.1299 Epoch 1/1... Step 4990 Discriminator Loss: 1.1074... Generator Loss: 0.8327 Epoch 1/1... Step 5000 Discriminator Loss: 0.9055... Generator Loss: 1.2640
Epoch 1/1... Step 5010 Discriminator Loss: 1.3021... Generator Loss: 0.8983 Epoch 1/1... Step 5020 Discriminator Loss: 1.2422... Generator Loss: 0.6556 Epoch 1/1... Step 5030 Discriminator Loss: 1.0702... Generator Loss: 0.7928 Epoch 1/1... Step 5040 Discriminator Loss: 1.1452... Generator Loss: 1.1189 Epoch 1/1... Step 5050 Discriminator Loss: 0.7758... Generator Loss: 1.1435 Epoch 1/1... Step 5060 Discriminator Loss: 1.0474... Generator Loss: 0.8349 Epoch 1/1... Step 5070 Discriminator Loss: 0.9647... Generator Loss: 1.0059 Epoch 1/1... Step 5080 Discriminator Loss: 1.0559... Generator Loss: 0.7922 Epoch 1/1... Step 5090 Discriminator Loss: 0.8617... Generator Loss: 1.2011 Epoch 1/1... Step 5100 Discriminator Loss: 1.2099... Generator Loss: 1.3297
Epoch 1/1... Step 5110 Discriminator Loss: 1.2913... Generator Loss: 0.6179 Epoch 1/1... Step 5120 Discriminator Loss: 1.2827... Generator Loss: 0.6178 Epoch 1/1... Step 5130 Discriminator Loss: 0.9895... Generator Loss: 0.9483 Epoch 1/1... Step 5140 Discriminator Loss: 1.2234... Generator Loss: 0.7447 Epoch 1/1... Step 5150 Discriminator Loss: 1.2918... Generator Loss: 1.5107 Epoch 1/1... Step 5160 Discriminator Loss: 1.1056... Generator Loss: 0.8905 Epoch 1/1... Step 5170 Discriminator Loss: 0.9883... Generator Loss: 0.9402 Epoch 1/1... Step 5180 Discriminator Loss: 1.0493... Generator Loss: 0.9181 Epoch 1/1... Step 5190 Discriminator Loss: 0.9941... Generator Loss: 1.4794 Epoch 1/1... Step 5200 Discriminator Loss: 0.6892... Generator Loss: 1.4252
Epoch 1/1... Step 5210 Discriminator Loss: 1.0046... Generator Loss: 1.0251 Epoch 1/1... Step 5220 Discriminator Loss: 0.9722... Generator Loss: 0.9737 Epoch 1/1... Step 5230 Discriminator Loss: 0.7763... Generator Loss: 1.4426 Epoch 1/1... Step 5240 Discriminator Loss: 0.9948... Generator Loss: 1.6269 Epoch 1/1... Step 5250 Discriminator Loss: 1.1029... Generator Loss: 1.0521 Epoch 1/1... Step 5260 Discriminator Loss: 1.0369... Generator Loss: 0.7625 Epoch 1/1... Step 5270 Discriminator Loss: 1.0037... Generator Loss: 1.1307 Epoch 1/1... Step 5280 Discriminator Loss: 1.0732... Generator Loss: 0.7687 Epoch 1/1... Step 5290 Discriminator Loss: 1.0206... Generator Loss: 1.5092 Epoch 1/1... Step 5300 Discriminator Loss: 0.9998... Generator Loss: 1.2498
Epoch 1/1... Step 5310 Discriminator Loss: 1.0612... Generator Loss: 0.8644 Epoch 1/1... Step 5320 Discriminator Loss: 0.9679... Generator Loss: 1.0373 Epoch 1/1... Step 5330 Discriminator Loss: 1.0180... Generator Loss: 1.0485 Epoch 1/1... Step 5340 Discriminator Loss: 1.1368... Generator Loss: 0.8350 Epoch 1/1... Step 5350 Discriminator Loss: 0.8342... Generator Loss: 1.2961 Epoch 1/1... Step 5360 Discriminator Loss: 1.0179... Generator Loss: 1.1211 Epoch 1/1... Step 5370 Discriminator Loss: 0.9601... Generator Loss: 1.0290 Epoch 1/1... Step 5380 Discriminator Loss: 0.9810... Generator Loss: 1.3692 Epoch 1/1... Step 5390 Discriminator Loss: 0.8369... Generator Loss: 1.1959 Epoch 1/1... Step 5400 Discriminator Loss: 0.8491... Generator Loss: 1.4173
Epoch 1/1... Step 5410 Discriminator Loss: 1.2188... Generator Loss: 0.6547 Epoch 1/1... Step 5420 Discriminator Loss: 1.3610... Generator Loss: 1.8262 Epoch 1/1... Step 5430 Discriminator Loss: 1.3338... Generator Loss: 0.5657 Epoch 1/1... Step 5440 Discriminator Loss: 1.1606... Generator Loss: 0.7111 Epoch 1/1... Step 5450 Discriminator Loss: 0.8964... Generator Loss: 1.0696 Epoch 1/1... Step 5460 Discriminator Loss: 0.9731... Generator Loss: 0.9475 Epoch 1/1... Step 5470 Discriminator Loss: 1.0225... Generator Loss: 1.5232 Epoch 1/1... Step 5480 Discriminator Loss: 1.0304... Generator Loss: 0.8370 Epoch 1/1... Step 5490 Discriminator Loss: 1.1980... Generator Loss: 0.6967 Epoch 1/1... Step 5500 Discriminator Loss: 1.1012... Generator Loss: 0.7682
Epoch 1/1... Step 5510 Discriminator Loss: 1.0501... Generator Loss: 0.7718 Epoch 1/1... Step 5520 Discriminator Loss: 1.1846... Generator Loss: 0.7911 Epoch 1/1... Step 5530 Discriminator Loss: 1.0560... Generator Loss: 0.9078 Epoch 1/1... Step 5540 Discriminator Loss: 0.7746... Generator Loss: 1.6028 Epoch 1/1... Step 5550 Discriminator Loss: 1.3387... Generator Loss: 1.7109 Epoch 1/1... Step 5560 Discriminator Loss: 0.9582... Generator Loss: 0.9194 Epoch 1/1... Step 5570 Discriminator Loss: 0.9881... Generator Loss: 1.2068 Epoch 1/1... Step 5580 Discriminator Loss: 0.8867... Generator Loss: 1.1133 Epoch 1/1... Step 5590 Discriminator Loss: 1.0451... Generator Loss: 1.0851 Epoch 1/1... Step 5600 Discriminator Loss: 0.8706... Generator Loss: 1.2187
Epoch 1/1... Step 5610 Discriminator Loss: 1.2166... Generator Loss: 0.6392 Epoch 1/1... Step 5620 Discriminator Loss: 0.8111... Generator Loss: 1.4160 Epoch 1/1... Step 5630 Discriminator Loss: 1.2142... Generator Loss: 0.6599 Epoch 1/1... Step 5640 Discriminator Loss: 1.0243... Generator Loss: 0.8422 Epoch 1/1... Step 5650 Discriminator Loss: 1.0177... Generator Loss: 0.8841 Epoch 1/1... Step 5660 Discriminator Loss: 0.9796... Generator Loss: 1.0791 Epoch 1/1... Step 5670 Discriminator Loss: 0.7796... Generator Loss: 1.1620 Epoch 1/1... Step 5680 Discriminator Loss: 2.0373... Generator Loss: 0.2575 Epoch 1/1... Step 5690 Discriminator Loss: 1.0988... Generator Loss: 0.8252 Epoch 1/1... Step 5700 Discriminator Loss: 0.9035... Generator Loss: 1.0588
Epoch 1/1... Step 5710 Discriminator Loss: 1.1009... Generator Loss: 0.8099 Epoch 1/1... Step 5720 Discriminator Loss: 1.0313... Generator Loss: 0.9331 Epoch 1/1... Step 5730 Discriminator Loss: 0.9578... Generator Loss: 0.9487 Epoch 1/1... Step 5740 Discriminator Loss: 1.2235... Generator Loss: 0.8307 Epoch 1/1... Step 5750 Discriminator Loss: 0.8069... Generator Loss: 1.0363 Epoch 1/1... Step 5760 Discriminator Loss: 1.0276... Generator Loss: 1.3686 Epoch 1/1... Step 5770 Discriminator Loss: 1.2511... Generator Loss: 0.7125 Epoch 1/1... Step 5780 Discriminator Loss: 0.8144... Generator Loss: 1.2797 Epoch 1/1... Step 5790 Discriminator Loss: 1.1039... Generator Loss: 0.7253 Epoch 1/1... Step 5800 Discriminator Loss: 1.0338... Generator Loss: 0.8822
Epoch 1/1... Step 5810 Discriminator Loss: 0.9252... Generator Loss: 1.2866 Epoch 1/1... Step 5820 Discriminator Loss: 1.1889... Generator Loss: 0.7061 Epoch 1/1... Step 5830 Discriminator Loss: 1.0508... Generator Loss: 0.7987 Epoch 1/1... Step 5840 Discriminator Loss: 1.2455... Generator Loss: 0.8075 Epoch 1/1... Step 5850 Discriminator Loss: 0.9680... Generator Loss: 1.1628 Epoch 1/1... Step 5860 Discriminator Loss: 0.9272... Generator Loss: 1.0456 Epoch 1/1... Step 5870 Discriminator Loss: 1.1919... Generator Loss: 0.9600 Epoch 1/1... Step 5880 Discriminator Loss: 1.1524... Generator Loss: 0.9150 Epoch 1/1... Step 5890 Discriminator Loss: 0.9036... Generator Loss: 0.9752 Epoch 1/1... Step 5900 Discriminator Loss: 0.9264... Generator Loss: 1.0615
Epoch 1/1... Step 5910 Discriminator Loss: 0.7834... Generator Loss: 1.6262 Epoch 1/1... Step 5920 Discriminator Loss: 1.2229... Generator Loss: 0.6877 Epoch 1/1... Step 5930 Discriminator Loss: 0.9812... Generator Loss: 0.8559 Epoch 1/1... Step 5940 Discriminator Loss: 1.3509... Generator Loss: 0.5653 Epoch 1/1... Step 5950 Discriminator Loss: 0.9202... Generator Loss: 1.6373 Epoch 1/1... Step 5960 Discriminator Loss: 1.7742... Generator Loss: 0.3607 Epoch 1/1... Step 5970 Discriminator Loss: 1.6817... Generator Loss: 0.4035 Epoch 1/1... Step 5980 Discriminator Loss: 0.8876... Generator Loss: 1.3532 Epoch 1/1... Step 5990 Discriminator Loss: 0.8630... Generator Loss: 1.6613 Epoch 1/1... Step 6000 Discriminator Loss: 0.9305... Generator Loss: 1.5110
Epoch 1/1... Step 6010 Discriminator Loss: 1.5298... Generator Loss: 0.4571 Epoch 1/1... Step 6020 Discriminator Loss: 1.1978... Generator Loss: 0.7046 Epoch 1/1... Step 6030 Discriminator Loss: 1.2483... Generator Loss: 0.7647 Epoch 1/1... Step 6040 Discriminator Loss: 0.9766... Generator Loss: 0.9205 Epoch 1/1... Step 6050 Discriminator Loss: 1.0098... Generator Loss: 0.8999 Epoch 1/1... Step 6060 Discriminator Loss: 1.3834... Generator Loss: 0.5522 Epoch 1/1... Step 6070 Discriminator Loss: 0.8966... Generator Loss: 1.1371 Epoch 1/1... Step 6080 Discriminator Loss: 1.1067... Generator Loss: 0.7326 Epoch 1/1... Step 6090 Discriminator Loss: 1.0929... Generator Loss: 0.8307 Epoch 1/1... Step 6100 Discriminator Loss: 0.9781... Generator Loss: 1.1651
Epoch 1/1... Step 6110 Discriminator Loss: 1.0140... Generator Loss: 0.8858 Epoch 1/1... Step 6120 Discriminator Loss: 0.7552... Generator Loss: 1.2777 Epoch 1/1... Step 6130 Discriminator Loss: 1.3219... Generator Loss: 0.7309 Epoch 1/1... Step 6140 Discriminator Loss: 1.0304... Generator Loss: 0.9764 Epoch 1/1... Step 6150 Discriminator Loss: 0.9412... Generator Loss: 1.0060 Epoch 1/1... Step 6160 Discriminator Loss: 1.1852... Generator Loss: 0.7895 Epoch 1/1... Step 6170 Discriminator Loss: 1.2163... Generator Loss: 1.6129 Epoch 1/1... Step 6180 Discriminator Loss: 1.4039... Generator Loss: 0.6453 Epoch 1/1... Step 6190 Discriminator Loss: 1.0432... Generator Loss: 0.7694 Epoch 1/1... Step 6200 Discriminator Loss: 0.9471... Generator Loss: 0.9677
Epoch 1/1... Step 6210 Discriminator Loss: 0.8841... Generator Loss: 0.9873 Epoch 1/1... Step 6220 Discriminator Loss: 0.7798... Generator Loss: 1.3702 Epoch 1/1... Step 6230 Discriminator Loss: 1.0387... Generator Loss: 0.8991 Epoch 1/1... Step 6240 Discriminator Loss: 1.0265... Generator Loss: 0.9036 Epoch 1/1... Step 6250 Discriminator Loss: 1.0069... Generator Loss: 0.9774 Epoch 1/1... Step 6260 Discriminator Loss: 1.1447... Generator Loss: 0.7141 Epoch 1/1... Step 6270 Discriminator Loss: 0.7657... Generator Loss: 1.2723 Epoch 1/1... Step 6280 Discriminator Loss: 0.9960... Generator Loss: 0.9514 Epoch 1/1... Step 6290 Discriminator Loss: 1.5733... Generator Loss: 0.3973 Epoch 1/1... Step 6300 Discriminator Loss: 1.1404... Generator Loss: 0.6980
Epoch 1/1... Step 6310 Discriminator Loss: 0.8907... Generator Loss: 1.3098 Epoch 1/1... Step 6320 Discriminator Loss: 0.9144... Generator Loss: 1.2289 Epoch 1/1... Step 6330 Discriminator Loss: 0.9980... Generator Loss: 0.7756
In [57]:
batch_size = 32
z_dim = 50
learning_rate = 0.002
beta1 = 0.2
tf.reset_default_graph()
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 1
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/1... Step 10 Discriminator Loss: 0.6167... Generator Loss: 2.5025 Epoch 1/1... Step 20 Discriminator Loss: 1.5284... Generator Loss: 6.0543 Epoch 1/1... Step 30 Discriminator Loss: 1.4236... Generator Loss: 1.7231 Epoch 1/1... Step 40 Discriminator Loss: 1.1726... Generator Loss: 1.5932 Epoch 1/1... Step 50 Discriminator Loss: 1.1657... Generator Loss: 1.0757 Epoch 1/1... Step 60 Discriminator Loss: 3.0203... Generator Loss: 0.5982 Epoch 1/1... Step 70 Discriminator Loss: 1.0686... Generator Loss: 1.0250 Epoch 1/1... Step 80 Discriminator Loss: 1.0412... Generator Loss: 0.8429 Epoch 1/1... Step 90 Discriminator Loss: 1.2937... Generator Loss: 0.5557 Epoch 1/1... Step 100 Discriminator Loss: 2.9158... Generator Loss: 3.5895
Epoch 1/1... Step 110 Discriminator Loss: 1.6941... Generator Loss: 2.5806 Epoch 1/1... Step 120 Discriminator Loss: 1.1172... Generator Loss: 2.0718 Epoch 1/1... Step 130 Discriminator Loss: 7.1537... Generator Loss: 7.5185 Epoch 1/1... Step 140 Discriminator Loss: 1.3544... Generator Loss: 1.2215 Epoch 1/1... Step 150 Discriminator Loss: 1.4916... Generator Loss: 0.5295 Epoch 1/1... Step 160 Discriminator Loss: 1.7008... Generator Loss: 0.3633 Epoch 1/1... Step 170 Discriminator Loss: 1.4881... Generator Loss: 0.5106 Epoch 1/1... Step 180 Discriminator Loss: 1.5513... Generator Loss: 0.4299 Epoch 1/1... Step 190 Discriminator Loss: 1.3076... Generator Loss: 0.6806 Epoch 1/1... Step 200 Discriminator Loss: 1.3930... Generator Loss: 0.5561
Epoch 1/1... Step 210 Discriminator Loss: 1.4434... Generator Loss: 0.7377 Epoch 1/1... Step 220 Discriminator Loss: 1.3890... Generator Loss: 0.6609 Epoch 1/1... Step 230 Discriminator Loss: 1.7171... Generator Loss: 0.3882 Epoch 1/1... Step 240 Discriminator Loss: 1.2193... Generator Loss: 1.1885 Epoch 1/1... Step 250 Discriminator Loss: 1.3202... Generator Loss: 0.9356 Epoch 1/1... Step 260 Discriminator Loss: 1.2368... Generator Loss: 1.3091 Epoch 1/1... Step 270 Discriminator Loss: 1.3240... Generator Loss: 1.1824 Epoch 1/1... Step 280 Discriminator Loss: 1.3814... Generator Loss: 1.4446 Epoch 1/1... Step 290 Discriminator Loss: 1.5179... Generator Loss: 1.9310 Epoch 1/1... Step 300 Discriminator Loss: 1.1552... Generator Loss: 0.9423
Epoch 1/1... Step 310 Discriminator Loss: 1.3862... Generator Loss: 1.2017 Epoch 1/1... Step 320 Discriminator Loss: 0.9928... Generator Loss: 0.9747 Epoch 1/1... Step 330 Discriminator Loss: 1.4173... Generator Loss: 0.9405 Epoch 1/1... Step 340 Discriminator Loss: 1.2041... Generator Loss: 1.9913 Epoch 1/1... Step 350 Discriminator Loss: 1.1515... Generator Loss: 1.0091 Epoch 1/1... Step 360 Discriminator Loss: 0.6461... Generator Loss: 1.5626 Epoch 1/1... Step 370 Discriminator Loss: 1.4015... Generator Loss: 1.0316 Epoch 1/1... Step 380 Discriminator Loss: 1.1766... Generator Loss: 1.0318 Epoch 1/1... Step 390 Discriminator Loss: 1.4086... Generator Loss: 0.5949 Epoch 1/1... Step 400 Discriminator Loss: 1.1847... Generator Loss: 0.8004
Epoch 1/1... Step 410 Discriminator Loss: 1.3265... Generator Loss: 0.6521 Epoch 1/1... Step 420 Discriminator Loss: 0.8101... Generator Loss: 1.1590 Epoch 1/1... Step 430 Discriminator Loss: 1.6865... Generator Loss: 0.6032 Epoch 1/1... Step 440 Discriminator Loss: 1.2615... Generator Loss: 1.0006 Epoch 1/1... Step 450 Discriminator Loss: 1.2566... Generator Loss: 1.0058 Epoch 1/1... Step 460 Discriminator Loss: 1.3965... Generator Loss: 0.6173 Epoch 1/1... Step 470 Discriminator Loss: 1.3167... Generator Loss: 0.8925 Epoch 1/1... Step 480 Discriminator Loss: 0.8987... Generator Loss: 1.2731 Epoch 1/1... Step 490 Discriminator Loss: 1.2381... Generator Loss: 0.7932 Epoch 1/1... Step 500 Discriminator Loss: 1.4044... Generator Loss: 1.1354
Epoch 1/1... Step 510 Discriminator Loss: 1.1074... Generator Loss: 0.9674 Epoch 1/1... Step 520 Discriminator Loss: 1.1169... Generator Loss: 0.7181 Epoch 1/1... Step 530 Discriminator Loss: 1.2017... Generator Loss: 0.9321 Epoch 1/1... Step 540 Discriminator Loss: 1.5927... Generator Loss: 0.6777 Epoch 1/1... Step 550 Discriminator Loss: 0.9110... Generator Loss: 1.2609 Epoch 1/1... Step 560 Discriminator Loss: 0.7755... Generator Loss: 1.1408 Epoch 1/1... Step 570 Discriminator Loss: 0.8698... Generator Loss: 1.4101 Epoch 1/1... Step 580 Discriminator Loss: 0.8712... Generator Loss: 1.3496 Epoch 1/1... Step 590 Discriminator Loss: 0.8930... Generator Loss: 2.4909 Epoch 1/1... Step 600 Discriminator Loss: 0.6929... Generator Loss: 1.4727
Epoch 1/1... Step 610 Discriminator Loss: 0.7311... Generator Loss: 1.4243 Epoch 1/1... Step 620 Discriminator Loss: 1.3654... Generator Loss: 1.3549 Epoch 1/1... Step 630 Discriminator Loss: 1.2235... Generator Loss: 0.8724 Epoch 1/1... Step 640 Discriminator Loss: 0.8615... Generator Loss: 0.9887 Epoch 1/1... Step 650 Discriminator Loss: 2.8203... Generator Loss: 0.1131 Epoch 1/1... Step 660 Discriminator Loss: 1.0204... Generator Loss: 0.9449 Epoch 1/1... Step 670 Discriminator Loss: 0.3756... Generator Loss: 3.9514 Epoch 1/1... Step 680 Discriminator Loss: 0.5663... Generator Loss: 1.7249 Epoch 1/1... Step 690 Discriminator Loss: 0.7132... Generator Loss: 1.3691 Epoch 1/1... Step 700 Discriminator Loss: 0.5356... Generator Loss: 4.4298
Epoch 1/1... Step 710 Discriminator Loss: 0.5265... Generator Loss: 3.0162 Epoch 1/1... Step 720 Discriminator Loss: 1.2371... Generator Loss: 0.5848 Epoch 1/1... Step 730 Discriminator Loss: 0.5470... Generator Loss: 1.8474 Epoch 1/1... Step 740 Discriminator Loss: 1.2659... Generator Loss: 1.0729 Epoch 1/1... Step 750 Discriminator Loss: 1.0965... Generator Loss: 2.4948 Epoch 1/1... Step 760 Discriminator Loss: 1.3770... Generator Loss: 0.5254 Epoch 1/1... Step 770 Discriminator Loss: 1.0411... Generator Loss: 1.2827 Epoch 1/1... Step 780 Discriminator Loss: 1.5427... Generator Loss: 1.8817 Epoch 1/1... Step 790 Discriminator Loss: 0.5677... Generator Loss: 1.8921 Epoch 1/1... Step 800 Discriminator Loss: 1.3279... Generator Loss: 2.7188
Epoch 1/1... Step 810 Discriminator Loss: 0.7325... Generator Loss: 1.4684 Epoch 1/1... Step 820 Discriminator Loss: 1.3068... Generator Loss: 0.5603 Epoch 1/1... Step 830 Discriminator Loss: 1.1894... Generator Loss: 0.6400 Epoch 1/1... Step 840 Discriminator Loss: 1.5393... Generator Loss: 0.4172 Epoch 1/1... Step 850 Discriminator Loss: 2.0027... Generator Loss: 0.3330 Epoch 1/1... Step 860 Discriminator Loss: 0.5617... Generator Loss: 2.3010 Epoch 1/1... Step 870 Discriminator Loss: 0.8258... Generator Loss: 1.5404 Epoch 1/1... Step 880 Discriminator Loss: 0.5940... Generator Loss: 1.5747 Epoch 1/1... Step 890 Discriminator Loss: 0.8064... Generator Loss: 1.2856 Epoch 1/1... Step 900 Discriminator Loss: 3.2362... Generator Loss: 0.1037
Epoch 1/1... Step 910 Discriminator Loss: 1.2713... Generator Loss: 0.7087 Epoch 1/1... Step 920 Discriminator Loss: 1.0246... Generator Loss: 0.9157 Epoch 1/1... Step 930 Discriminator Loss: 1.4684... Generator Loss: 0.4411 Epoch 1/1... Step 940 Discriminator Loss: 1.0839... Generator Loss: 0.8562 Epoch 1/1... Step 950 Discriminator Loss: 1.1314... Generator Loss: 1.0677 Epoch 1/1... Step 960 Discriminator Loss: 1.0193... Generator Loss: 1.1180 Epoch 1/1... Step 970 Discriminator Loss: 1.0734... Generator Loss: 1.4000 Epoch 1/1... Step 980 Discriminator Loss: 1.5974... Generator Loss: 1.6609 Epoch 1/1... Step 990 Discriminator Loss: 2.6231... Generator Loss: 3.7936 Epoch 1/1... Step 1000 Discriminator Loss: 1.2238... Generator Loss: 1.2596
Epoch 1/1... Step 1010 Discriminator Loss: 1.5198... Generator Loss: 2.3421 Epoch 1/1... Step 1020 Discriminator Loss: 0.5303... Generator Loss: 2.2367 Epoch 1/1... Step 1030 Discriminator Loss: 0.9069... Generator Loss: 1.5979 Epoch 1/1... Step 1040 Discriminator Loss: 1.2018... Generator Loss: 1.0673 Epoch 1/1... Step 1050 Discriminator Loss: 1.1379... Generator Loss: 1.0963 Epoch 1/1... Step 1060 Discriminator Loss: 1.2802... Generator Loss: 2.3815 Epoch 1/1... Step 1070 Discriminator Loss: 1.3946... Generator Loss: 0.4965 Epoch 1/1... Step 1080 Discriminator Loss: 0.9520... Generator Loss: 1.0675 Epoch 1/1... Step 1090 Discriminator Loss: 1.1878... Generator Loss: 1.1517 Epoch 1/1... Step 1100 Discriminator Loss: 1.1689... Generator Loss: 0.7169
Epoch 1/1... Step 1110 Discriminator Loss: 1.3108... Generator Loss: 0.9077 Epoch 1/1... Step 1120 Discriminator Loss: 1.2703... Generator Loss: 1.0605 Epoch 1/1... Step 1130 Discriminator Loss: 1.5053... Generator Loss: 2.1250 Epoch 1/1... Step 1140 Discriminator Loss: 0.9849... Generator Loss: 0.8788 Epoch 1/1... Step 1150 Discriminator Loss: 1.1591... Generator Loss: 1.4670 Epoch 1/1... Step 1160 Discriminator Loss: 1.0588... Generator Loss: 1.0511 Epoch 1/1... Step 1170 Discriminator Loss: 0.9166... Generator Loss: 1.0357 Epoch 1/1... Step 1180 Discriminator Loss: 0.8347... Generator Loss: 0.9879 Epoch 1/1... Step 1190 Discriminator Loss: 0.8793... Generator Loss: 1.0414 Epoch 1/1... Step 1200 Discriminator Loss: 1.4822... Generator Loss: 0.7087
Epoch 1/1... Step 1210 Discriminator Loss: 1.0563... Generator Loss: 1.0433 Epoch 1/1... Step 1220 Discriminator Loss: 1.0860... Generator Loss: 0.9849 Epoch 1/1... Step 1230 Discriminator Loss: 1.0355... Generator Loss: 0.9685 Epoch 1/1... Step 1240 Discriminator Loss: 1.5442... Generator Loss: 0.5203 Epoch 1/1... Step 1250 Discriminator Loss: 0.8397... Generator Loss: 1.1998 Epoch 1/1... Step 1260 Discriminator Loss: 1.0353... Generator Loss: 0.9072 Epoch 1/1... Step 1270 Discriminator Loss: 1.2109... Generator Loss: 1.3618 Epoch 1/1... Step 1280 Discriminator Loss: 0.8122... Generator Loss: 1.6810 Epoch 1/1... Step 1290 Discriminator Loss: 0.7419... Generator Loss: 2.3325 Epoch 1/1... Step 1300 Discriminator Loss: 0.4978... Generator Loss: 2.1536
Epoch 1/1... Step 1310 Discriminator Loss: 1.2734... Generator Loss: 0.6362 Epoch 1/1... Step 1320 Discriminator Loss: 1.0441... Generator Loss: 0.7781 Epoch 1/1... Step 1330 Discriminator Loss: 1.0492... Generator Loss: 1.3169 Epoch 1/1... Step 1340 Discriminator Loss: 2.8450... Generator Loss: 5.1758 Epoch 1/1... Step 1350 Discriminator Loss: 1.0137... Generator Loss: 0.8642 Epoch 1/1... Step 1360 Discriminator Loss: 1.4187... Generator Loss: 0.6700 Epoch 1/1... Step 1370 Discriminator Loss: 1.3607... Generator Loss: 1.3372 Epoch 1/1... Step 1380 Discriminator Loss: 0.8267... Generator Loss: 1.0758 Epoch 1/1... Step 1390 Discriminator Loss: 0.8162... Generator Loss: 1.1708 Epoch 1/1... Step 1400 Discriminator Loss: 0.9879... Generator Loss: 1.1675
Epoch 1/1... Step 1410 Discriminator Loss: 0.8557... Generator Loss: 1.1215 Epoch 1/1... Step 1420 Discriminator Loss: 1.0010... Generator Loss: 1.1112 Epoch 1/1... Step 1430 Discriminator Loss: 0.6993... Generator Loss: 1.2562 Epoch 1/1... Step 1440 Discriminator Loss: 1.1424... Generator Loss: 0.8301 Epoch 1/1... Step 1450 Discriminator Loss: 0.9233... Generator Loss: 0.9417 Epoch 1/1... Step 1460 Discriminator Loss: 1.0934... Generator Loss: 2.2532 Epoch 1/1... Step 1470 Discriminator Loss: 1.0455... Generator Loss: 1.0043 Epoch 1/1... Step 1480 Discriminator Loss: 1.0287... Generator Loss: 1.2064 Epoch 1/1... Step 1490 Discriminator Loss: 1.7622... Generator Loss: 0.3628 Epoch 1/1... Step 1500 Discriminator Loss: 1.2324... Generator Loss: 1.0994
Epoch 1/1... Step 1510 Discriminator Loss: 0.7082... Generator Loss: 1.4427 Epoch 1/1... Step 1520 Discriminator Loss: 1.4500... Generator Loss: 0.5025 Epoch 1/1... Step 1530 Discriminator Loss: 1.4849... Generator Loss: 2.0863 Epoch 1/1... Step 1540 Discriminator Loss: 1.1835... Generator Loss: 0.6903 Epoch 1/1... Step 1550 Discriminator Loss: 1.0581... Generator Loss: 1.0045 Epoch 1/1... Step 1560 Discriminator Loss: 1.6042... Generator Loss: 0.4479 Epoch 1/1... Step 1570 Discriminator Loss: 0.8377... Generator Loss: 1.0582 Epoch 1/1... Step 1580 Discriminator Loss: 1.0331... Generator Loss: 0.9776 Epoch 1/1... Step 1590 Discriminator Loss: 1.4575... Generator Loss: 0.5809 Epoch 1/1... Step 1600 Discriminator Loss: 0.9509... Generator Loss: 1.3317
Epoch 1/1... Step 1610 Discriminator Loss: 0.9319... Generator Loss: 1.1480 Epoch 1/1... Step 1620 Discriminator Loss: 0.9107... Generator Loss: 0.9721 Epoch 1/1... Step 1630 Discriminator Loss: 0.8159... Generator Loss: 1.0334 Epoch 1/1... Step 1640 Discriminator Loss: 1.0763... Generator Loss: 1.2265 Epoch 1/1... Step 1650 Discriminator Loss: 0.9935... Generator Loss: 0.8824 Epoch 1/1... Step 1660 Discriminator Loss: 0.9001... Generator Loss: 0.9940 Epoch 1/1... Step 1670 Discriminator Loss: 0.8724... Generator Loss: 1.2468 Epoch 1/1... Step 1680 Discriminator Loss: 1.0836... Generator Loss: 1.0815 Epoch 1/1... Step 1690 Discriminator Loss: 1.2991... Generator Loss: 1.8983 Epoch 1/1... Step 1700 Discriminator Loss: 1.1413... Generator Loss: 1.0048
Epoch 1/1... Step 1710 Discriminator Loss: 1.1939... Generator Loss: 0.7846 Epoch 1/1... Step 1720 Discriminator Loss: 1.1510... Generator Loss: 1.3355 Epoch 1/1... Step 1730 Discriminator Loss: 1.2040... Generator Loss: 2.0423 Epoch 1/1... Step 1740 Discriminator Loss: 0.9653... Generator Loss: 0.9469 Epoch 1/1... Step 1750 Discriminator Loss: 1.0221... Generator Loss: 1.2448 Epoch 1/1... Step 1760 Discriminator Loss: 1.0340... Generator Loss: 0.9096 Epoch 1/1... Step 1770 Discriminator Loss: 0.9276... Generator Loss: 1.5003 Epoch 1/1... Step 1780 Discriminator Loss: 0.7816... Generator Loss: 1.2073 Epoch 1/1... Step 1790 Discriminator Loss: 0.8439... Generator Loss: 1.0852 Epoch 1/1... Step 1800 Discriminator Loss: 1.1243... Generator Loss: 0.7565
Epoch 1/1... Step 1810 Discriminator Loss: 1.1229... Generator Loss: 1.0477 Epoch 1/1... Step 1820 Discriminator Loss: 0.7801... Generator Loss: 1.2599 Epoch 1/1... Step 1830 Discriminator Loss: 0.9257... Generator Loss: 1.1765 Epoch 1/1... Step 1840 Discriminator Loss: 0.9206... Generator Loss: 0.8977 Epoch 1/1... Step 1850 Discriminator Loss: 1.0541... Generator Loss: 1.2523 Epoch 1/1... Step 1860 Discriminator Loss: 1.0736... Generator Loss: 1.1056 Epoch 1/1... Step 1870 Discriminator Loss: 1.0458... Generator Loss: 0.8127 Epoch 1/1... Step 1880 Discriminator Loss: 0.9761... Generator Loss: 1.4125 Epoch 1/1... Step 1890 Discriminator Loss: 1.2594... Generator Loss: 0.5718 Epoch 1/1... Step 1900 Discriminator Loss: 1.2952... Generator Loss: 0.6905
Epoch 1/1... Step 1910 Discriminator Loss: 0.9400... Generator Loss: 0.9720 Epoch 1/1... Step 1920 Discriminator Loss: 1.1569... Generator Loss: 0.7310 Epoch 1/1... Step 1930 Discriminator Loss: 1.1989... Generator Loss: 0.7138 Epoch 1/1... Step 1940 Discriminator Loss: 1.1434... Generator Loss: 1.1078 Epoch 1/1... Step 1950 Discriminator Loss: 1.0395... Generator Loss: 1.1290 Epoch 1/1... Step 1960 Discriminator Loss: 0.7367... Generator Loss: 1.3958 Epoch 1/1... Step 1970 Discriminator Loss: 1.1787... Generator Loss: 1.0111 Epoch 1/1... Step 1980 Discriminator Loss: 1.2533... Generator Loss: 0.9126 Epoch 1/1... Step 1990 Discriminator Loss: 1.1294... Generator Loss: 0.7209 Epoch 1/1... Step 2000 Discriminator Loss: 1.1555... Generator Loss: 1.0736
Epoch 1/1... Step 2010 Discriminator Loss: 1.1295... Generator Loss: 0.9747 Epoch 1/1... Step 2020 Discriminator Loss: 1.1002... Generator Loss: 0.7253 Epoch 1/1... Step 2030 Discriminator Loss: 0.6836... Generator Loss: 1.3795 Epoch 1/1... Step 2040 Discriminator Loss: 1.1461... Generator Loss: 0.9920 Epoch 1/1... Step 2050 Discriminator Loss: 1.0922... Generator Loss: 0.9203 Epoch 1/1... Step 2060 Discriminator Loss: 1.0378... Generator Loss: 0.8052 Epoch 1/1... Step 2070 Discriminator Loss: 1.0117... Generator Loss: 0.9514 Epoch 1/1... Step 2080 Discriminator Loss: 0.9028... Generator Loss: 0.9333 Epoch 1/1... Step 2090 Discriminator Loss: 1.0361... Generator Loss: 0.8135 Epoch 1/1... Step 2100 Discriminator Loss: 0.7734... Generator Loss: 1.3747
Epoch 1/1... Step 2110 Discriminator Loss: 1.0158... Generator Loss: 0.9851 Epoch 1/1... Step 2120 Discriminator Loss: 1.1480... Generator Loss: 1.2314 Epoch 1/1... Step 2130 Discriminator Loss: 1.1923... Generator Loss: 0.7034 Epoch 1/1... Step 2140 Discriminator Loss: 1.0830... Generator Loss: 0.8029 Epoch 1/1... Step 2150 Discriminator Loss: 0.9664... Generator Loss: 1.0628 Epoch 1/1... Step 2160 Discriminator Loss: 0.9172... Generator Loss: 1.1047 Epoch 1/1... Step 2170 Discriminator Loss: 1.0919... Generator Loss: 0.8684 Epoch 1/1... Step 2180 Discriminator Loss: 1.2411... Generator Loss: 1.9355 Epoch 1/1... Step 2190 Discriminator Loss: 1.1218... Generator Loss: 0.8465 Epoch 1/1... Step 2200 Discriminator Loss: 1.0346... Generator Loss: 0.9600
Epoch 1/1... Step 2210 Discriminator Loss: 1.9811... Generator Loss: 0.2499 Epoch 1/1... Step 2220 Discriminator Loss: 3.7396... Generator Loss: 3.9005 Epoch 1/1... Step 2230 Discriminator Loss: 1.0114... Generator Loss: 0.8534 Epoch 1/1... Step 2240 Discriminator Loss: 1.2735... Generator Loss: 2.0199 Epoch 1/1... Step 2250 Discriminator Loss: 1.2830... Generator Loss: 0.6935 Epoch 1/1... Step 2260 Discriminator Loss: 1.1907... Generator Loss: 0.6456 Epoch 1/1... Step 2270 Discriminator Loss: 1.2189... Generator Loss: 0.7584 Epoch 1/1... Step 2280 Discriminator Loss: 0.9025... Generator Loss: 1.0384 Epoch 1/1... Step 2290 Discriminator Loss: 1.0032... Generator Loss: 1.0690 Epoch 1/1... Step 2300 Discriminator Loss: 0.9806... Generator Loss: 1.3453
Epoch 1/1... Step 2310 Discriminator Loss: 2.1629... Generator Loss: 2.5372 Epoch 1/1... Step 2320 Discriminator Loss: 1.2196... Generator Loss: 1.0501 Epoch 1/1... Step 2330 Discriminator Loss: 1.3341... Generator Loss: 0.5663 Epoch 1/1... Step 2340 Discriminator Loss: 1.0375... Generator Loss: 0.8227 Epoch 1/1... Step 2350 Discriminator Loss: 0.9814... Generator Loss: 1.0245 Epoch 1/1... Step 2360 Discriminator Loss: 0.9401... Generator Loss: 0.9190 Epoch 1/1... Step 2370 Discriminator Loss: 1.0212... Generator Loss: 0.9932 Epoch 1/1... Step 2380 Discriminator Loss: 0.9293... Generator Loss: 0.8680 Epoch 1/1... Step 2390 Discriminator Loss: 0.9794... Generator Loss: 1.7335 Epoch 1/1... Step 2400 Discriminator Loss: 0.9194... Generator Loss: 1.1072
Epoch 1/1... Step 2410 Discriminator Loss: 1.2593... Generator Loss: 0.6525 Epoch 1/1... Step 2420 Discriminator Loss: 1.1222... Generator Loss: 0.7003 Epoch 1/1... Step 2430 Discriminator Loss: 1.5839... Generator Loss: 1.7126 Epoch 1/1... Step 2440 Discriminator Loss: 1.4918... Generator Loss: 1.1386 Epoch 1/1... Step 2450 Discriminator Loss: 1.0445... Generator Loss: 1.1290 Epoch 1/1... Step 2460 Discriminator Loss: 0.9273... Generator Loss: 1.1171 Epoch 1/1... Step 2470 Discriminator Loss: 0.8295... Generator Loss: 1.5950 Epoch 1/1... Step 2480 Discriminator Loss: 1.0061... Generator Loss: 0.7807 Epoch 1/1... Step 2490 Discriminator Loss: 0.9640... Generator Loss: 0.9695 Epoch 1/1... Step 2500 Discriminator Loss: 0.8930... Generator Loss: 1.0903
Epoch 1/1... Step 2510 Discriminator Loss: 1.0095... Generator Loss: 0.9292 Epoch 1/1... Step 2520 Discriminator Loss: 1.2100... Generator Loss: 0.7110 Epoch 1/1... Step 2530 Discriminator Loss: 0.7126... Generator Loss: 1.4589 Epoch 1/1... Step 2540 Discriminator Loss: 1.2274... Generator Loss: 0.6135 Epoch 1/1... Step 2550 Discriminator Loss: 0.8239... Generator Loss: 1.7058 Epoch 1/1... Step 2560 Discriminator Loss: 1.3142... Generator Loss: 0.5617 Epoch 1/1... Step 2570 Discriminator Loss: 0.6543... Generator Loss: 1.4467 Epoch 1/1... Step 2580 Discriminator Loss: 1.0162... Generator Loss: 1.1553 Epoch 1/1... Step 2590 Discriminator Loss: 1.8424... Generator Loss: 0.2928 Epoch 1/1... Step 2600 Discriminator Loss: 1.1553... Generator Loss: 0.7515
Epoch 1/1... Step 2610 Discriminator Loss: 0.9249... Generator Loss: 1.0442 Epoch 1/1... Step 2620 Discriminator Loss: 0.8444... Generator Loss: 1.3964 Epoch 1/1... Step 2630 Discriminator Loss: 0.9059... Generator Loss: 1.5124 Epoch 1/1... Step 2640 Discriminator Loss: 0.9518... Generator Loss: 0.8806 Epoch 1/1... Step 2650 Discriminator Loss: 0.9921... Generator Loss: 1.1473 Epoch 1/1... Step 2660 Discriminator Loss: 0.8784... Generator Loss: 1.1705 Epoch 1/1... Step 2670 Discriminator Loss: 1.2419... Generator Loss: 0.6801 Epoch 1/1... Step 2680 Discriminator Loss: 0.9751... Generator Loss: 1.6319 Epoch 1/1... Step 2690 Discriminator Loss: 1.0613... Generator Loss: 0.8605 Epoch 1/1... Step 2700 Discriminator Loss: 1.0392... Generator Loss: 1.3558
Epoch 1/1... Step 2710 Discriminator Loss: 0.8283... Generator Loss: 1.1590 Epoch 1/1... Step 2720 Discriminator Loss: 0.9686... Generator Loss: 0.8889 Epoch 1/1... Step 2730 Discriminator Loss: 1.1628... Generator Loss: 0.7993 Epoch 1/1... Step 2740 Discriminator Loss: 0.8604... Generator Loss: 1.7967 Epoch 1/1... Step 2750 Discriminator Loss: 1.2581... Generator Loss: 0.6904 Epoch 1/1... Step 2760 Discriminator Loss: 1.7413... Generator Loss: 0.3724 Epoch 1/1... Step 2770 Discriminator Loss: 1.0714... Generator Loss: 0.7439 Epoch 1/1... Step 2780 Discriminator Loss: 1.0525... Generator Loss: 1.0759 Epoch 1/1... Step 2790 Discriminator Loss: 1.8266... Generator Loss: 0.3442 Epoch 1/1... Step 2800 Discriminator Loss: 1.0022... Generator Loss: 1.2689
Epoch 1/1... Step 2810 Discriminator Loss: 1.0157... Generator Loss: 1.5578 Epoch 1/1... Step 2820 Discriminator Loss: 1.1138... Generator Loss: 0.7250 Epoch 1/1... Step 2830 Discriminator Loss: 1.0608... Generator Loss: 0.7447 Epoch 1/1... Step 2840 Discriminator Loss: 0.4869... Generator Loss: 2.2005 Epoch 1/1... Step 2850 Discriminator Loss: 0.5344... Generator Loss: 2.0849 Epoch 1/1... Step 2860 Discriminator Loss: 0.6656... Generator Loss: 1.8427 Epoch 1/1... Step 2870 Discriminator Loss: 0.6587... Generator Loss: 1.6981 Epoch 1/1... Step 2880 Discriminator Loss: 0.5622... Generator Loss: 2.0121 Epoch 1/1... Step 2890 Discriminator Loss: 0.7244... Generator Loss: 1.3709 Epoch 1/1... Step 2900 Discriminator Loss: 0.4028... Generator Loss: 4.3296
Epoch 1/1... Step 2910 Discriminator Loss: 1.9852... Generator Loss: 3.3922 Epoch 1/1... Step 2920 Discriminator Loss: 0.6916... Generator Loss: 1.3223 Epoch 1/1... Step 2930 Discriminator Loss: 0.5666... Generator Loss: 1.7693 Epoch 1/1... Step 2940 Discriminator Loss: 0.5606... Generator Loss: 2.1990 Epoch 1/1... Step 2950 Discriminator Loss: 0.7810... Generator Loss: 1.5191 Epoch 1/1... Step 2960 Discriminator Loss: 1.0819... Generator Loss: 1.1176 Epoch 1/1... Step 2970 Discriminator Loss: 0.8515... Generator Loss: 1.3066 Epoch 1/1... Step 2980 Discriminator Loss: 0.7958... Generator Loss: 1.1793 Epoch 1/1... Step 2990 Discriminator Loss: 0.9287... Generator Loss: 1.1572 Epoch 1/1... Step 3000 Discriminator Loss: 1.1156... Generator Loss: 1.9249
Epoch 1/1... Step 3010 Discriminator Loss: 0.7777... Generator Loss: 1.2362 Epoch 1/1... Step 3020 Discriminator Loss: 1.3132... Generator Loss: 0.5730 Epoch 1/1... Step 3030 Discriminator Loss: 0.5964... Generator Loss: 1.8007 Epoch 1/1... Step 3040 Discriminator Loss: 1.4660... Generator Loss: 0.5016 Epoch 1/1... Step 3050 Discriminator Loss: 0.8795... Generator Loss: 1.0049 Epoch 1/1... Step 3060 Discriminator Loss: 1.3965... Generator Loss: 0.5947 Epoch 1/1... Step 3070 Discriminator Loss: 0.7611... Generator Loss: 1.3161 Epoch 1/1... Step 3080 Discriminator Loss: 0.8165... Generator Loss: 1.1983 Epoch 1/1... Step 3090 Discriminator Loss: 0.9224... Generator Loss: 1.0370 Epoch 1/1... Step 3100 Discriminator Loss: 0.9366... Generator Loss: 1.4577
Epoch 1/1... Step 3110 Discriminator Loss: 0.7157... Generator Loss: 1.4150 Epoch 1/1... Step 3120 Discriminator Loss: 2.6336... Generator Loss: 0.1501 Epoch 1/1... Step 3130 Discriminator Loss: 0.8116... Generator Loss: 1.2751 Epoch 1/1... Step 3140 Discriminator Loss: 1.2218... Generator Loss: 2.0610 Epoch 1/1... Step 3150 Discriminator Loss: 0.9019... Generator Loss: 1.8886 Epoch 1/1... Step 3160 Discriminator Loss: 1.0698... Generator Loss: 0.8942 Epoch 1/1... Step 3170 Discriminator Loss: 1.0338... Generator Loss: 0.9141 Epoch 1/1... Step 3180 Discriminator Loss: 1.4781... Generator Loss: 0.4516 Epoch 1/1... Step 3190 Discriminator Loss: 1.6937... Generator Loss: 0.4434 Epoch 1/1... Step 3200 Discriminator Loss: 2.1268... Generator Loss: 0.2163
Epoch 1/1... Step 3210 Discriminator Loss: 0.8534... Generator Loss: 1.0936 Epoch 1/1... Step 3220 Discriminator Loss: 1.0433... Generator Loss: 0.8468 Epoch 1/1... Step 3230 Discriminator Loss: 0.8654... Generator Loss: 1.3910 Epoch 1/1... Step 3240 Discriminator Loss: 1.3532... Generator Loss: 0.5690 Epoch 1/1... Step 3250 Discriminator Loss: 0.6553... Generator Loss: 1.5884 Epoch 1/1... Step 3260 Discriminator Loss: 1.2150... Generator Loss: 1.0472 Epoch 1/1... Step 3270 Discriminator Loss: 0.9934... Generator Loss: 1.3690 Epoch 1/1... Step 3280 Discriminator Loss: 1.0632... Generator Loss: 0.9385 Epoch 1/1... Step 3290 Discriminator Loss: 1.1792... Generator Loss: 0.7384 Epoch 1/1... Step 3300 Discriminator Loss: 1.4363... Generator Loss: 0.4728
Epoch 1/1... Step 3310 Discriminator Loss: 1.3784... Generator Loss: 2.2651 Epoch 1/1... Step 3320 Discriminator Loss: 1.0655... Generator Loss: 0.8360 Epoch 1/1... Step 3330 Discriminator Loss: 0.9028... Generator Loss: 1.0265 Epoch 1/1... Step 3340 Discriminator Loss: 1.2000... Generator Loss: 0.6346 Epoch 1/1... Step 3350 Discriminator Loss: 1.0665... Generator Loss: 1.3371 Epoch 1/1... Step 3360 Discriminator Loss: 1.1629... Generator Loss: 1.5800 Epoch 1/1... Step 3370 Discriminator Loss: 0.8988... Generator Loss: 0.9132 Epoch 1/1... Step 3380 Discriminator Loss: 1.8448... Generator Loss: 2.3592 Epoch 1/1... Step 3390 Discriminator Loss: 1.1307... Generator Loss: 0.6887 Epoch 1/1... Step 3400 Discriminator Loss: 0.9441... Generator Loss: 1.0163
Epoch 1/1... Step 3410 Discriminator Loss: 1.1254... Generator Loss: 1.1502 Epoch 1/1... Step 3420 Discriminator Loss: 0.9514... Generator Loss: 1.2274 Epoch 1/1... Step 3430 Discriminator Loss: 1.0511... Generator Loss: 1.1475 Epoch 1/1... Step 3440 Discriminator Loss: 1.0934... Generator Loss: 0.7662 Epoch 1/1... Step 3450 Discriminator Loss: 1.0788... Generator Loss: 1.7557 Epoch 1/1... Step 3460 Discriminator Loss: 1.3315... Generator Loss: 0.6518 Epoch 1/1... Step 3470 Discriminator Loss: 0.9855... Generator Loss: 2.1159 Epoch 1/1... Step 3480 Discriminator Loss: 0.9390... Generator Loss: 0.9346 Epoch 1/1... Step 3490 Discriminator Loss: 1.0232... Generator Loss: 0.8235 Epoch 1/1... Step 3500 Discriminator Loss: 0.9108... Generator Loss: 0.9946
Epoch 1/1... Step 3510 Discriminator Loss: 1.0225... Generator Loss: 1.4756 Epoch 1/1... Step 3520 Discriminator Loss: 0.8893... Generator Loss: 1.3813 Epoch 1/1... Step 3530 Discriminator Loss: 0.9784... Generator Loss: 1.7805 Epoch 1/1... Step 3540 Discriminator Loss: 0.9581... Generator Loss: 0.9199 Epoch 1/1... Step 3550 Discriminator Loss: 0.8826... Generator Loss: 1.0714 Epoch 1/1... Step 3560 Discriminator Loss: 0.8864... Generator Loss: 0.9374 Epoch 1/1... Step 3570 Discriminator Loss: 1.1172... Generator Loss: 0.8150 Epoch 1/1... Step 3580 Discriminator Loss: 0.9242... Generator Loss: 1.5493 Epoch 1/1... Step 3590 Discriminator Loss: 1.1167... Generator Loss: 0.7529 Epoch 1/1... Step 3600 Discriminator Loss: 0.9869... Generator Loss: 1.1360
Epoch 1/1... Step 3610 Discriminator Loss: 1.2883... Generator Loss: 0.6500 Epoch 1/1... Step 3620 Discriminator Loss: 0.8947... Generator Loss: 1.1625 Epoch 1/1... Step 3630 Discriminator Loss: 1.3710... Generator Loss: 0.5753 Epoch 1/1... Step 3640 Discriminator Loss: 2.4277... Generator Loss: 3.1981 Epoch 1/1... Step 3650 Discriminator Loss: 0.9148... Generator Loss: 0.9994 Epoch 1/1... Step 3660 Discriminator Loss: 0.9405... Generator Loss: 1.3337 Epoch 1/1... Step 3670 Discriminator Loss: 0.8236... Generator Loss: 1.3890 Epoch 1/1... Step 3680 Discriminator Loss: 1.0479... Generator Loss: 0.9023 Epoch 1/1... Step 3690 Discriminator Loss: 0.9248... Generator Loss: 0.9033 Epoch 1/1... Step 3700 Discriminator Loss: 0.7621... Generator Loss: 1.5188
Epoch 1/1... Step 3710 Discriminator Loss: 1.4398... Generator Loss: 2.3234 Epoch 1/1... Step 3720 Discriminator Loss: 1.2433... Generator Loss: 2.0303 Epoch 1/1... Step 3730 Discriminator Loss: 1.1942... Generator Loss: 0.7105 Epoch 1/1... Step 3740 Discriminator Loss: 0.8240... Generator Loss: 1.1614 Epoch 1/1... Step 3750 Discriminator Loss: 1.0163... Generator Loss: 0.9425 Epoch 1/1... Step 3760 Discriminator Loss: 0.9756... Generator Loss: 0.9295 Epoch 1/1... Step 3770 Discriminator Loss: 1.0857... Generator Loss: 0.7157 Epoch 1/1... Step 3780 Discriminator Loss: 0.8073... Generator Loss: 1.3495 Epoch 1/1... Step 3790 Discriminator Loss: 1.9585... Generator Loss: 0.2890 Epoch 1/1... Step 3800 Discriminator Loss: 0.9080... Generator Loss: 1.6312
Epoch 1/1... Step 3810 Discriminator Loss: 1.0790... Generator Loss: 0.7841 Epoch 1/1... Step 3820 Discriminator Loss: 1.0516... Generator Loss: 0.9365 Epoch 1/1... Step 3830 Discriminator Loss: 1.0117... Generator Loss: 0.9105 Epoch 1/1... Step 3840 Discriminator Loss: 0.9677... Generator Loss: 1.4045 Epoch 1/1... Step 3850 Discriminator Loss: 0.9916... Generator Loss: 1.5081 Epoch 1/1... Step 3860 Discriminator Loss: 1.1151... Generator Loss: 0.7848 Epoch 1/1... Step 3870 Discriminator Loss: 1.5711... Generator Loss: 0.4157 Epoch 1/1... Step 3880 Discriminator Loss: 1.6096... Generator Loss: 0.3816 Epoch 1/1... Step 3890 Discriminator Loss: 0.9158... Generator Loss: 1.1152 Epoch 1/1... Step 3900 Discriminator Loss: 1.1268... Generator Loss: 0.7020
Epoch 1/1... Step 3910 Discriminator Loss: 0.8774... Generator Loss: 1.0352 Epoch 1/1... Step 3920 Discriminator Loss: 0.7982... Generator Loss: 1.7525 Epoch 1/1... Step 3930 Discriminator Loss: 1.0988... Generator Loss: 0.7604 Epoch 1/1... Step 3940 Discriminator Loss: 0.9681... Generator Loss: 1.0988 Epoch 1/1... Step 3950 Discriminator Loss: 1.0451... Generator Loss: 0.8499 Epoch 1/1... Step 3960 Discriminator Loss: 1.1502... Generator Loss: 1.0147 Epoch 1/1... Step 3970 Discriminator Loss: 0.8588... Generator Loss: 1.3478 Epoch 1/1... Step 3980 Discriminator Loss: 0.9374... Generator Loss: 1.1819 Epoch 1/1... Step 3990 Discriminator Loss: 0.9160... Generator Loss: 1.7032 Epoch 1/1... Step 4000 Discriminator Loss: 0.9556... Generator Loss: 1.4507
Epoch 1/1... Step 4010 Discriminator Loss: 1.0238... Generator Loss: 0.8003 Epoch 1/1... Step 4020 Discriminator Loss: 0.8425... Generator Loss: 1.4578 Epoch 1/1... Step 4030 Discriminator Loss: 1.0302... Generator Loss: 0.8136 Epoch 1/1... Step 4040 Discriminator Loss: 1.1308... Generator Loss: 1.3731 Epoch 1/1... Step 4050 Discriminator Loss: 1.3091... Generator Loss: 0.5378 Epoch 1/1... Step 4060 Discriminator Loss: 1.1481... Generator Loss: 0.7568 Epoch 1/1... Step 4070 Discriminator Loss: 1.2990... Generator Loss: 0.6337 Epoch 1/1... Step 4080 Discriminator Loss: 1.2706... Generator Loss: 0.6751 Epoch 1/1... Step 4090 Discriminator Loss: 1.2065... Generator Loss: 0.6999 Epoch 1/1... Step 4100 Discriminator Loss: 1.1857... Generator Loss: 0.7649
Epoch 1/1... Step 4110 Discriminator Loss: 1.0733... Generator Loss: 1.1182 Epoch 1/1... Step 4120 Discriminator Loss: 1.0190... Generator Loss: 1.4360 Epoch 1/1... Step 4130 Discriminator Loss: 1.2922... Generator Loss: 0.5964 Epoch 1/1... Step 4140 Discriminator Loss: 0.7318... Generator Loss: 1.2819 Epoch 1/1... Step 4150 Discriminator Loss: 0.8817... Generator Loss: 1.1659 Epoch 1/1... Step 4160 Discriminator Loss: 1.3055... Generator Loss: 0.5947 Epoch 1/1... Step 4170 Discriminator Loss: 1.0504... Generator Loss: 0.7927 Epoch 1/1... Step 4180 Discriminator Loss: 1.2577... Generator Loss: 0.6210 Epoch 1/1... Step 4190 Discriminator Loss: 0.9269... Generator Loss: 1.5243 Epoch 1/1... Step 4200 Discriminator Loss: 1.5032... Generator Loss: 0.4720
Epoch 1/1... Step 4210 Discriminator Loss: 0.7941... Generator Loss: 1.2482 Epoch 1/1... Step 4220 Discriminator Loss: 1.9094... Generator Loss: 0.2936 Epoch 1/1... Step 4230 Discriminator Loss: 1.0137... Generator Loss: 0.9652 Epoch 1/1... Step 4240 Discriminator Loss: 1.3599... Generator Loss: 0.5937 Epoch 1/1... Step 4250 Discriminator Loss: 0.9574... Generator Loss: 1.1159 Epoch 1/1... Step 4260 Discriminator Loss: 0.8006... Generator Loss: 2.0139 Epoch 1/1... Step 4270 Discriminator Loss: 1.1882... Generator Loss: 0.7069 Epoch 1/1... Step 4280 Discriminator Loss: 0.9621... Generator Loss: 0.9176 Epoch 1/1... Step 4290 Discriminator Loss: 1.0010... Generator Loss: 0.9184 Epoch 1/1... Step 4300 Discriminator Loss: 1.1719... Generator Loss: 0.7235
Epoch 1/1... Step 4310 Discriminator Loss: 0.9843... Generator Loss: 0.8579 Epoch 1/1... Step 4320 Discriminator Loss: 1.2791... Generator Loss: 0.6042 Epoch 1/1... Step 4330 Discriminator Loss: 0.8632... Generator Loss: 1.2649 Epoch 1/1... Step 4340 Discriminator Loss: 1.5013... Generator Loss: 0.4591 Epoch 1/1... Step 4350 Discriminator Loss: 1.3755... Generator Loss: 0.6964 Epoch 1/1... Step 4360 Discriminator Loss: 1.0069... Generator Loss: 0.8623 Epoch 1/1... Step 4370 Discriminator Loss: 1.0090... Generator Loss: 1.1636 Epoch 1/1... Step 4380 Discriminator Loss: 0.9550... Generator Loss: 0.9234 Epoch 1/1... Step 4390 Discriminator Loss: 1.0215... Generator Loss: 0.8245 Epoch 1/1... Step 4400 Discriminator Loss: 0.8954... Generator Loss: 1.0180
Epoch 1/1... Step 4410 Discriminator Loss: 0.8757... Generator Loss: 1.3537 Epoch 1/1... Step 4420 Discriminator Loss: 1.2501... Generator Loss: 0.5979 Epoch 1/1... Step 4430 Discriminator Loss: 1.1346... Generator Loss: 1.1546 Epoch 1/1... Step 4440 Discriminator Loss: 0.9427... Generator Loss: 0.9605 Epoch 1/1... Step 4450 Discriminator Loss: 0.8881... Generator Loss: 1.0784 Epoch 1/1... Step 4460 Discriminator Loss: 1.0033... Generator Loss: 1.0293 Epoch 1/1... Step 4470 Discriminator Loss: 0.9840... Generator Loss: 0.8683 Epoch 1/1... Step 4480 Discriminator Loss: 1.0534... Generator Loss: 1.0259 Epoch 1/1... Step 4490 Discriminator Loss: 0.9518... Generator Loss: 0.8425 Epoch 1/1... Step 4500 Discriminator Loss: 0.9043... Generator Loss: 0.9141
Epoch 1/1... Step 4510 Discriminator Loss: 1.2933... Generator Loss: 0.6746 Epoch 1/1... Step 4520 Discriminator Loss: 1.2127... Generator Loss: 0.7649 Epoch 1/1... Step 4530 Discriminator Loss: 0.8816... Generator Loss: 1.0896 Epoch 1/1... Step 4540 Discriminator Loss: 1.1282... Generator Loss: 0.6587 Epoch 1/1... Step 4550 Discriminator Loss: 1.0231... Generator Loss: 1.0137 Epoch 1/1... Step 4560 Discriminator Loss: 1.2706... Generator Loss: 0.7286 Epoch 1/1... Step 4570 Discriminator Loss: 1.1695... Generator Loss: 0.7645 Epoch 1/1... Step 4580 Discriminator Loss: 1.0956... Generator Loss: 0.8807 Epoch 1/1... Step 4590 Discriminator Loss: 0.9284... Generator Loss: 1.0923 Epoch 1/1... Step 4600 Discriminator Loss: 1.0671... Generator Loss: 1.2015
Epoch 1/1... Step 4610 Discriminator Loss: 1.1259... Generator Loss: 1.1761 Epoch 1/1... Step 4620 Discriminator Loss: 0.9761... Generator Loss: 1.2095 Epoch 1/1... Step 4630 Discriminator Loss: 0.9829... Generator Loss: 0.9158 Epoch 1/1... Step 4640 Discriminator Loss: 0.9072... Generator Loss: 1.1286 Epoch 1/1... Step 4650 Discriminator Loss: 0.6908... Generator Loss: 1.6762 Epoch 1/1... Step 4660 Discriminator Loss: 0.4673... Generator Loss: 2.3397 Epoch 1/1... Step 4670 Discriminator Loss: 0.4752... Generator Loss: 3.0435 Epoch 1/1... Step 4680 Discriminator Loss: 0.4970... Generator Loss: 2.2920 Epoch 1/1... Step 4690 Discriminator Loss: 0.4036... Generator Loss: 3.1790 Epoch 1/1... Step 4700 Discriminator Loss: 0.4819... Generator Loss: 2.6619
Epoch 1/1... Step 4710 Discriminator Loss: 0.8911... Generator Loss: 1.0444 Epoch 1/1... Step 4720 Discriminator Loss: 1.7858... Generator Loss: 4.0298 Epoch 1/1... Step 4730 Discriminator Loss: 0.9747... Generator Loss: 0.9366 Epoch 1/1... Step 4740 Discriminator Loss: 0.7303... Generator Loss: 1.3703 Epoch 1/1... Step 4750 Discriminator Loss: 1.6573... Generator Loss: 0.4113 Epoch 1/1... Step 4760 Discriminator Loss: 0.8194... Generator Loss: 1.1329 Epoch 1/1... Step 4770 Discriminator Loss: 2.1851... Generator Loss: 2.7771 Epoch 1/1... Step 4780 Discriminator Loss: 1.1465... Generator Loss: 0.7180 Epoch 1/1... Step 4790 Discriminator Loss: 0.9637... Generator Loss: 0.9962 Epoch 1/1... Step 4800 Discriminator Loss: 0.8258... Generator Loss: 1.1950
Epoch 1/1... Step 4810 Discriminator Loss: 0.9458... Generator Loss: 0.8850 Epoch 1/1... Step 4820 Discriminator Loss: 1.3672... Generator Loss: 0.5910 Epoch 1/1... Step 4830 Discriminator Loss: 0.9486... Generator Loss: 0.9992 Epoch 1/1... Step 4840 Discriminator Loss: 0.8333... Generator Loss: 1.6013 Epoch 1/1... Step 4850 Discriminator Loss: 1.2515... Generator Loss: 0.7278 Epoch 1/1... Step 4860 Discriminator Loss: 0.9604... Generator Loss: 1.1965 Epoch 1/1... Step 4870 Discriminator Loss: 0.9094... Generator Loss: 0.9732 Epoch 1/1... Step 4880 Discriminator Loss: 1.0862... Generator Loss: 0.9811 Epoch 1/1... Step 4890 Discriminator Loss: 1.1185... Generator Loss: 0.7374 Epoch 1/1... Step 4900 Discriminator Loss: 0.8991... Generator Loss: 0.9244
Epoch 1/1... Step 4910 Discriminator Loss: 0.9019... Generator Loss: 1.0024 Epoch 1/1... Step 4920 Discriminator Loss: 0.9404... Generator Loss: 0.9706 Epoch 1/1... Step 4930 Discriminator Loss: 1.4380... Generator Loss: 0.5720 Epoch 1/1... Step 4940 Discriminator Loss: 1.0204... Generator Loss: 0.7946 Epoch 1/1... Step 4950 Discriminator Loss: 1.0829... Generator Loss: 2.1710 Epoch 1/1... Step 4960 Discriminator Loss: 1.1160... Generator Loss: 0.8798 Epoch 1/1... Step 4970 Discriminator Loss: 0.7944... Generator Loss: 1.5727 Epoch 1/1... Step 4980 Discriminator Loss: 0.6547... Generator Loss: 1.4247 Epoch 1/1... Step 4990 Discriminator Loss: 0.9581... Generator Loss: 1.3460 Epoch 1/1... Step 5000 Discriminator Loss: 1.1390... Generator Loss: 0.7276
Epoch 1/1... Step 5010 Discriminator Loss: 1.2469... Generator Loss: 0.7416 Epoch 1/1... Step 5020 Discriminator Loss: 1.0975... Generator Loss: 0.7302 Epoch 1/1... Step 5030 Discriminator Loss: 1.2503... Generator Loss: 1.8592 Epoch 1/1... Step 5040 Discriminator Loss: 1.0455... Generator Loss: 0.8563 Epoch 1/1... Step 5050 Discriminator Loss: 0.7207... Generator Loss: 1.2404 Epoch 1/1... Step 5060 Discriminator Loss: 1.1712... Generator Loss: 2.3442 Epoch 1/1... Step 5070 Discriminator Loss: 0.9266... Generator Loss: 1.0360 Epoch 1/1... Step 5080 Discriminator Loss: 0.9215... Generator Loss: 0.9079 Epoch 1/1... Step 5090 Discriminator Loss: 2.1374... Generator Loss: 0.2178 Epoch 1/1... Step 5100 Discriminator Loss: 0.9015... Generator Loss: 0.9535
Epoch 1/1... Step 5110 Discriminator Loss: 1.0159... Generator Loss: 0.8786 Epoch 1/1... Step 5120 Discriminator Loss: 0.9667... Generator Loss: 0.8956 Epoch 1/1... Step 5130 Discriminator Loss: 0.7720... Generator Loss: 1.3763 Epoch 1/1... Step 5140 Discriminator Loss: 1.1712... Generator Loss: 0.7124 Epoch 1/1... Step 5150 Discriminator Loss: 1.0339... Generator Loss: 1.6963 Epoch 1/1... Step 5160 Discriminator Loss: 1.2733... Generator Loss: 0.6560 Epoch 1/1... Step 5170 Discriminator Loss: 1.1604... Generator Loss: 0.6864 Epoch 1/1... Step 5180 Discriminator Loss: 1.2672... Generator Loss: 0.6591 Epoch 1/1... Step 5190 Discriminator Loss: 1.2564... Generator Loss: 0.5996 Epoch 1/1... Step 5200 Discriminator Loss: 1.0630... Generator Loss: 1.0390
Epoch 1/1... Step 5210 Discriminator Loss: 1.4099... Generator Loss: 0.5204 Epoch 1/1... Step 5220 Discriminator Loss: 0.7967... Generator Loss: 1.1668 Epoch 1/1... Step 5230 Discriminator Loss: 3.1011... Generator Loss: 0.0879 Epoch 1/1... Step 5240 Discriminator Loss: 1.1218... Generator Loss: 0.8063 Epoch 1/1... Step 5250 Discriminator Loss: 1.0620... Generator Loss: 0.8726 Epoch 1/1... Step 5260 Discriminator Loss: 1.3202... Generator Loss: 0.5753 Epoch 1/1... Step 5270 Discriminator Loss: 1.0666... Generator Loss: 0.8500 Epoch 1/1... Step 5280 Discriminator Loss: 0.8599... Generator Loss: 1.1204 Epoch 1/1... Step 5290 Discriminator Loss: 0.8119... Generator Loss: 1.5587 Epoch 1/1... Step 5300 Discriminator Loss: 0.7964... Generator Loss: 1.2132
Epoch 1/1... Step 5310 Discriminator Loss: 0.9056... Generator Loss: 1.0927 Epoch 1/1... Step 5320 Discriminator Loss: 1.1883... Generator Loss: 0.9510 Epoch 1/1... Step 5330 Discriminator Loss: 1.0582... Generator Loss: 0.7847 Epoch 1/1... Step 5340 Discriminator Loss: 0.9365... Generator Loss: 1.1372 Epoch 1/1... Step 5350 Discriminator Loss: 1.2731... Generator Loss: 0.6928 Epoch 1/1... Step 5360 Discriminator Loss: 0.9943... Generator Loss: 0.9310 Epoch 1/1... Step 5370 Discriminator Loss: 0.8259... Generator Loss: 1.5743 Epoch 1/1... Step 5380 Discriminator Loss: 1.3603... Generator Loss: 2.1097 Epoch 1/1... Step 5390 Discriminator Loss: 0.9259... Generator Loss: 0.9883 Epoch 1/1... Step 5400 Discriminator Loss: 1.0186... Generator Loss: 2.0515
Epoch 1/1... Step 5410 Discriminator Loss: 0.9879... Generator Loss: 0.9788 Epoch 1/1... Step 5420 Discriminator Loss: 1.1533... Generator Loss: 0.7649 Epoch 1/1... Step 5430 Discriminator Loss: 0.9638... Generator Loss: 0.9441 Epoch 1/1... Step 5440 Discriminator Loss: 0.8824... Generator Loss: 1.4893 Epoch 1/1... Step 5450 Discriminator Loss: 1.0023... Generator Loss: 0.9343 Epoch 1/1... Step 5460 Discriminator Loss: 0.9313... Generator Loss: 0.8852 Epoch 1/1... Step 5470 Discriminator Loss: 0.8577... Generator Loss: 1.0079 Epoch 1/1... Step 5480 Discriminator Loss: 1.1749... Generator Loss: 0.6742 Epoch 1/1... Step 5490 Discriminator Loss: 0.9807... Generator Loss: 0.8976 Epoch 1/1... Step 5500 Discriminator Loss: 1.1339... Generator Loss: 0.8486
Epoch 1/1... Step 5510 Discriminator Loss: 1.2319... Generator Loss: 0.6310 Epoch 1/1... Step 5520 Discriminator Loss: 1.1314... Generator Loss: 0.7134 Epoch 1/1... Step 5530 Discriminator Loss: 1.1483... Generator Loss: 1.7715 Epoch 1/1... Step 5540 Discriminator Loss: 1.0010... Generator Loss: 0.8762 Epoch 1/1... Step 5550 Discriminator Loss: 0.7633... Generator Loss: 1.2081 Epoch 1/1... Step 5560 Discriminator Loss: 0.6998... Generator Loss: 1.3185 Epoch 1/1... Step 5570 Discriminator Loss: 1.0138... Generator Loss: 0.8695 Epoch 1/1... Step 5580 Discriminator Loss: 0.8396... Generator Loss: 1.9759 Epoch 1/1... Step 5590 Discriminator Loss: 0.9590... Generator Loss: 1.1679 Epoch 1/1... Step 5600 Discriminator Loss: 1.0186... Generator Loss: 1.0212
Epoch 1/1... Step 5610 Discriminator Loss: 1.2913... Generator Loss: 0.5649 Epoch 1/1... Step 5620 Discriminator Loss: 1.2020... Generator Loss: 0.6558 Epoch 1/1... Step 5630 Discriminator Loss: 1.4266... Generator Loss: 0.5154 Epoch 1/1... Step 5640 Discriminator Loss: 1.1327... Generator Loss: 0.7186 Epoch 1/1... Step 5650 Discriminator Loss: 0.8483... Generator Loss: 1.0026 Epoch 1/1... Step 5660 Discriminator Loss: 1.0193... Generator Loss: 0.9803 Epoch 1/1... Step 5670 Discriminator Loss: 1.0332... Generator Loss: 0.8213 Epoch 1/1... Step 5680 Discriminator Loss: 1.1114... Generator Loss: 0.7772 Epoch 1/1... Step 5690 Discriminator Loss: 0.9924... Generator Loss: 0.9530 Epoch 1/1... Step 5700 Discriminator Loss: 1.1010... Generator Loss: 1.7849
Epoch 1/1... Step 5710 Discriminator Loss: 0.6746... Generator Loss: 1.4783 Epoch 1/1... Step 5720 Discriminator Loss: 1.1231... Generator Loss: 0.7566 Epoch 1/1... Step 5730 Discriminator Loss: 1.2599... Generator Loss: 0.5840 Epoch 1/1... Step 5740 Discriminator Loss: 1.8369... Generator Loss: 2.0233 Epoch 1/1... Step 5750 Discriminator Loss: 1.1902... Generator Loss: 0.6133 Epoch 1/1... Step 5760 Discriminator Loss: 0.9115... Generator Loss: 1.6986 Epoch 1/1... Step 5770 Discriminator Loss: 0.8814... Generator Loss: 1.0121 Epoch 1/1... Step 5780 Discriminator Loss: 0.8540... Generator Loss: 1.5342 Epoch 1/1... Step 5790 Discriminator Loss: 0.9793... Generator Loss: 0.9695 Epoch 1/1... Step 5800 Discriminator Loss: 1.0824... Generator Loss: 0.8772
Epoch 1/1... Step 5810 Discriminator Loss: 0.9505... Generator Loss: 1.1678 Epoch 1/1... Step 5820 Discriminator Loss: 0.9624... Generator Loss: 0.9013 Epoch 1/1... Step 5830 Discriminator Loss: 0.9262... Generator Loss: 0.9011 Epoch 1/1... Step 5840 Discriminator Loss: 0.9001... Generator Loss: 1.6163 Epoch 1/1... Step 5850 Discriminator Loss: 0.9421... Generator Loss: 1.0298 Epoch 1/1... Step 5860 Discriminator Loss: 0.8322... Generator Loss: 1.3901 Epoch 1/1... Step 5870 Discriminator Loss: 1.3709... Generator Loss: 0.6000 Epoch 1/1... Step 5880 Discriminator Loss: 1.2676... Generator Loss: 1.3277 Epoch 1/1... Step 5890 Discriminator Loss: 1.0521... Generator Loss: 0.7777 Epoch 1/1... Step 5900 Discriminator Loss: 0.8793... Generator Loss: 1.2913
Epoch 1/1... Step 5910 Discriminator Loss: 0.9328... Generator Loss: 1.2749 Epoch 1/1... Step 5920 Discriminator Loss: 0.8806... Generator Loss: 1.1054 Epoch 1/1... Step 5930 Discriminator Loss: 0.9167... Generator Loss: 1.0191 Epoch 1/1... Step 5940 Discriminator Loss: 1.0402... Generator Loss: 0.7996 Epoch 1/1... Step 5950 Discriminator Loss: 0.9290... Generator Loss: 1.0514 Epoch 1/1... Step 5960 Discriminator Loss: 0.8608... Generator Loss: 1.0145 Epoch 1/1... Step 5970 Discriminator Loss: 1.2991... Generator Loss: 0.5938 Epoch 1/1... Step 5980 Discriminator Loss: 1.0933... Generator Loss: 0.7263 Epoch 1/1... Step 5990 Discriminator Loss: 1.0315... Generator Loss: 1.5552 Epoch 1/1... Step 6000 Discriminator Loss: 0.8709... Generator Loss: 1.9299
Epoch 1/1... Step 6010 Discriminator Loss: 1.2176... Generator Loss: 2.2560 Epoch 1/1... Step 6020 Discriminator Loss: 1.3013... Generator Loss: 0.5792 Epoch 1/1... Step 6030 Discriminator Loss: 1.1670... Generator Loss: 0.7378 Epoch 1/1... Step 6040 Discriminator Loss: 1.9214... Generator Loss: 2.6496 Epoch 1/1... Step 6050 Discriminator Loss: 1.0267... Generator Loss: 0.9634 Epoch 1/1... Step 6060 Discriminator Loss: 1.0508... Generator Loss: 0.8239 Epoch 1/1... Step 6070 Discriminator Loss: 1.0701... Generator Loss: 0.8645 Epoch 1/1... Step 6080 Discriminator Loss: 1.1837... Generator Loss: 0.7649 Epoch 1/1... Step 6090 Discriminator Loss: 0.9436... Generator Loss: 0.8984 Epoch 1/1... Step 6100 Discriminator Loss: 1.0419... Generator Loss: 0.8170
Epoch 1/1... Step 6110 Discriminator Loss: 0.6775... Generator Loss: 1.3965 Epoch 1/1... Step 6120 Discriminator Loss: 1.0018... Generator Loss: 1.7548 Epoch 1/1... Step 6130 Discriminator Loss: 0.8190... Generator Loss: 2.0653 Epoch 1/1... Step 6140 Discriminator Loss: 0.5335... Generator Loss: 1.8637 Epoch 1/1... Step 6150 Discriminator Loss: 0.8417... Generator Loss: 1.2004 Epoch 1/1... Step 6160 Discriminator Loss: 0.8989... Generator Loss: 1.3599 Epoch 1/1... Step 6170 Discriminator Loss: 1.0873... Generator Loss: 0.9058 Epoch 1/1... Step 6180 Discriminator Loss: 1.3343... Generator Loss: 0.6280 Epoch 1/1... Step 6190 Discriminator Loss: 1.4480... Generator Loss: 0.4964 Epoch 1/1... Step 6200 Discriminator Loss: 1.0073... Generator Loss: 0.8073
Epoch 1/1... Step 6210 Discriminator Loss: 0.8904... Generator Loss: 1.0600 Epoch 1/1... Step 6220 Discriminator Loss: 1.7182... Generator Loss: 0.3732 Epoch 1/1... Step 6230 Discriminator Loss: 1.9859... Generator Loss: 0.2980 Epoch 1/1... Step 6240 Discriminator Loss: 1.0449... Generator Loss: 0.8273 Epoch 1/1... Step 6250 Discriminator Loss: 1.1335... Generator Loss: 0.6800 Epoch 1/1... Step 6260 Discriminator Loss: 1.3250... Generator Loss: 0.5619 Epoch 1/1... Step 6270 Discriminator Loss: 0.8696... Generator Loss: 1.1554 Epoch 1/1... Step 6280 Discriminator Loss: 1.0757... Generator Loss: 0.8316 Epoch 1/1... Step 6290 Discriminator Loss: 0.8938... Generator Loss: 1.0720 Epoch 1/1... Step 6300 Discriminator Loss: 1.4237... Generator Loss: 0.5430
Epoch 1/1... Step 6310 Discriminator Loss: 0.8541... Generator Loss: 1.4519 Epoch 1/1... Step 6320 Discriminator Loss: 1.0153... Generator Loss: 0.9338 Epoch 1/1... Step 6330 Discriminator Loss: 1.1209... Generator Loss: 0.7013
In [58]:
batch_size = 32
z_dim = 50
learning_rate = 0.002
beta1 = 0.1
tf.reset_default_graph()
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 1
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/1... Step 10 Discriminator Loss: 0.7809... Generator Loss: 2.0010 Epoch 1/1... Step 20 Discriminator Loss: 2.8846... Generator Loss: 0.1613 Epoch 1/1... Step 30 Discriminator Loss: 0.9719... Generator Loss: 1.7200 Epoch 1/1... Step 40 Discriminator Loss: 2.2691... Generator Loss: 0.3195 Epoch 1/1... Step 50 Discriminator Loss: 2.2433... Generator Loss: 0.2228 Epoch 1/1... Step 60 Discriminator Loss: 2.3399... Generator Loss: 0.1811 Epoch 1/1... Step 70 Discriminator Loss: 1.8379... Generator Loss: 0.2798 Epoch 1/1... Step 80 Discriminator Loss: 1.7545... Generator Loss: 0.3259 Epoch 1/1... Step 90 Discriminator Loss: 1.2775... Generator Loss: 0.6265 Epoch 1/1... Step 100 Discriminator Loss: 1.5689... Generator Loss: 1.2898
Epoch 1/1... Step 110 Discriminator Loss: 1.2987... Generator Loss: 0.8484 Epoch 1/1... Step 120 Discriminator Loss: 1.8079... Generator Loss: 2.0314 Epoch 1/1... Step 130 Discriminator Loss: 1.4516... Generator Loss: 0.9698 Epoch 1/1... Step 140 Discriminator Loss: 1.5544... Generator Loss: 0.3989 Epoch 1/1... Step 150 Discriminator Loss: 1.8351... Generator Loss: 0.3548 Epoch 1/1... Step 160 Discriminator Loss: 2.0156... Generator Loss: 0.2358 Epoch 1/1... Step 170 Discriminator Loss: 1.4036... Generator Loss: 0.9551 Epoch 1/1... Step 180 Discriminator Loss: 0.7158... Generator Loss: 2.2202 Epoch 1/1... Step 190 Discriminator Loss: 1.4709... Generator Loss: 0.5656 Epoch 1/1... Step 200 Discriminator Loss: 1.2802... Generator Loss: 0.7020
Epoch 1/1... Step 210 Discriminator Loss: 1.2694... Generator Loss: 0.7403 Epoch 1/1... Step 220 Discriminator Loss: 1.3634... Generator Loss: 0.6085 Epoch 1/1... Step 230 Discriminator Loss: 1.7216... Generator Loss: 0.3342 Epoch 1/1... Step 240 Discriminator Loss: 1.6246... Generator Loss: 0.4382 Epoch 1/1... Step 250 Discriminator Loss: 1.4102... Generator Loss: 0.6137 Epoch 1/1... Step 260 Discriminator Loss: 1.3130... Generator Loss: 0.5499 Epoch 1/1... Step 270 Discriminator Loss: 1.3065... Generator Loss: 0.6071 Epoch 1/1... Step 280 Discriminator Loss: 1.7302... Generator Loss: 2.3863 Epoch 1/1... Step 290 Discriminator Loss: 1.9662... Generator Loss: 0.3184 Epoch 1/1... Step 300 Discriminator Loss: 1.0865... Generator Loss: 1.0057
Epoch 1/1... Step 310 Discriminator Loss: 0.6997... Generator Loss: 1.2899 Epoch 1/1... Step 320 Discriminator Loss: 0.6977... Generator Loss: 1.7462 Epoch 1/1... Step 330 Discriminator Loss: 1.2231... Generator Loss: 0.7075 Epoch 1/1... Step 340 Discriminator Loss: 1.4722... Generator Loss: 0.5109 Epoch 1/1... Step 350 Discriminator Loss: 1.1601... Generator Loss: 1.1949 Epoch 1/1... Step 360 Discriminator Loss: 1.2930... Generator Loss: 0.6475 Epoch 1/1... Step 370 Discriminator Loss: 1.2661... Generator Loss: 1.1557 Epoch 1/1... Step 380 Discriminator Loss: 0.7519... Generator Loss: 2.8041 Epoch 1/1... Step 390 Discriminator Loss: 1.1982... Generator Loss: 1.0634 Epoch 1/1... Step 400 Discriminator Loss: 1.8934... Generator Loss: 3.6919
Epoch 1/1... Step 410 Discriminator Loss: 1.2536... Generator Loss: 0.8263 Epoch 1/1... Step 420 Discriminator Loss: 2.0124... Generator Loss: 0.2607 Epoch 1/1... Step 430 Discriminator Loss: 1.8689... Generator Loss: 0.2622 Epoch 1/1... Step 440 Discriminator Loss: 0.7240... Generator Loss: 1.3211 Epoch 1/1... Step 450 Discriminator Loss: 1.3472... Generator Loss: 0.6278 Epoch 1/1... Step 460 Discriminator Loss: 0.8582... Generator Loss: 1.6561 Epoch 1/1... Step 470 Discriminator Loss: 0.6120... Generator Loss: 2.1349 Epoch 1/1... Step 480 Discriminator Loss: 1.3209... Generator Loss: 0.6788 Epoch 1/1... Step 490 Discriminator Loss: 0.7383... Generator Loss: 1.2120 Epoch 1/1... Step 500 Discriminator Loss: 1.0690... Generator Loss: 1.4812
Epoch 1/1... Step 510 Discriminator Loss: 1.1733... Generator Loss: 1.6851 Epoch 1/1... Step 520 Discriminator Loss: 0.8707... Generator Loss: 1.3671 Epoch 1/1... Step 530 Discriminator Loss: 1.1895... Generator Loss: 1.4791 Epoch 1/1... Step 540 Discriminator Loss: 1.2416... Generator Loss: 2.3496 Epoch 1/1... Step 550 Discriminator Loss: 0.9947... Generator Loss: 1.2629 Epoch 1/1... Step 560 Discriminator Loss: 0.7577... Generator Loss: 1.1131 Epoch 1/1... Step 570 Discriminator Loss: 1.1296... Generator Loss: 2.7078 Epoch 1/1... Step 580 Discriminator Loss: 0.8513... Generator Loss: 1.2763 Epoch 1/1... Step 590 Discriminator Loss: 1.0327... Generator Loss: 1.2631 Epoch 1/1... Step 600 Discriminator Loss: 1.1551... Generator Loss: 0.8216
Epoch 1/1... Step 610 Discriminator Loss: 1.0935... Generator Loss: 0.7073 Epoch 1/1... Step 620 Discriminator Loss: 1.3221... Generator Loss: 1.1110 Epoch 1/1... Step 630 Discriminator Loss: 1.3244... Generator Loss: 0.7890 Epoch 1/1... Step 640 Discriminator Loss: 0.6750... Generator Loss: 1.4991 Epoch 1/1... Step 650 Discriminator Loss: 1.1285... Generator Loss: 1.0028 Epoch 1/1... Step 660 Discriminator Loss: 1.2960... Generator Loss: 1.4532 Epoch 1/1... Step 670 Discriminator Loss: 1.0588... Generator Loss: 1.3793 Epoch 1/1... Step 680 Discriminator Loss: 0.7789... Generator Loss: 1.1256 Epoch 1/1... Step 690 Discriminator Loss: 0.9520... Generator Loss: 1.3130 Epoch 1/1... Step 700 Discriminator Loss: 1.0527... Generator Loss: 1.3082
Epoch 1/1... Step 710 Discriminator Loss: 0.9677... Generator Loss: 1.0631 Epoch 1/1... Step 720 Discriminator Loss: 1.0691... Generator Loss: 1.1378 Epoch 1/1... Step 730 Discriminator Loss: 1.5165... Generator Loss: 2.0596 Epoch 1/1... Step 740 Discriminator Loss: 1.1761... Generator Loss: 1.1769 Epoch 1/1... Step 750 Discriminator Loss: 1.2087... Generator Loss: 0.7522 Epoch 1/1... Step 760 Discriminator Loss: 0.8735... Generator Loss: 1.1277 Epoch 1/1... Step 770 Discriminator Loss: 1.2345... Generator Loss: 1.0674 Epoch 1/1... Step 780 Discriminator Loss: 1.0578... Generator Loss: 0.8719 Epoch 1/1... Step 790 Discriminator Loss: 1.0074... Generator Loss: 0.9653 Epoch 1/1... Step 800 Discriminator Loss: 1.5277... Generator Loss: 0.3853
Epoch 1/1... Step 810 Discriminator Loss: 0.8264... Generator Loss: 1.2371 Epoch 1/1... Step 820 Discriminator Loss: 0.8750... Generator Loss: 1.1379 Epoch 1/1... Step 830 Discriminator Loss: 0.7692... Generator Loss: 1.3226 Epoch 1/1... Step 840 Discriminator Loss: 1.2656... Generator Loss: 0.7858 Epoch 1/1... Step 850 Discriminator Loss: 1.3186... Generator Loss: 0.9368 Epoch 1/1... Step 860 Discriminator Loss: 1.2911... Generator Loss: 1.2775 Epoch 1/1... Step 870 Discriminator Loss: 1.1347... Generator Loss: 1.0498 Epoch 1/1... Step 880 Discriminator Loss: 1.1900... Generator Loss: 1.0427 Epoch 1/1... Step 890 Discriminator Loss: 1.2944... Generator Loss: 1.3148 Epoch 1/1... Step 900 Discriminator Loss: 1.0741... Generator Loss: 1.1532
Epoch 1/1... Step 910 Discriminator Loss: 1.5781... Generator Loss: 0.4633 Epoch 1/1... Step 920 Discriminator Loss: 1.0183... Generator Loss: 0.7745 Epoch 1/1... Step 930 Discriminator Loss: 3.0097... Generator Loss: 2.8456 Epoch 1/1... Step 940 Discriminator Loss: 1.1345... Generator Loss: 0.8261 Epoch 1/1... Step 950 Discriminator Loss: 0.9660... Generator Loss: 1.2819 Epoch 1/1... Step 960 Discriminator Loss: 1.4473... Generator Loss: 4.3737 Epoch 1/1... Step 970 Discriminator Loss: 0.8625... Generator Loss: 1.7645 Epoch 1/1... Step 980 Discriminator Loss: 0.9217... Generator Loss: 1.7445 Epoch 1/1... Step 990 Discriminator Loss: 0.8448... Generator Loss: 1.3779 Epoch 1/1... Step 1000 Discriminator Loss: 1.0198... Generator Loss: 1.7276
Epoch 1/1... Step 1010 Discriminator Loss: 0.8664... Generator Loss: 1.4576 Epoch 1/1... Step 1020 Discriminator Loss: 1.2112... Generator Loss: 1.7123 Epoch 1/1... Step 1030 Discriminator Loss: 1.3710... Generator Loss: 0.5493 Epoch 1/1... Step 1040 Discriminator Loss: 1.2027... Generator Loss: 0.9450 Epoch 1/1... Step 1050 Discriminator Loss: 1.0777... Generator Loss: 0.9394 Epoch 1/1... Step 1060 Discriminator Loss: 1.3097... Generator Loss: 0.9692 Epoch 1/1... Step 1070 Discriminator Loss: 2.6339... Generator Loss: 3.0261 Epoch 1/1... Step 1080 Discriminator Loss: 1.0357... Generator Loss: 0.7960 Epoch 1/1... Step 1090 Discriminator Loss: 0.9624... Generator Loss: 0.9644 Epoch 1/1... Step 1100 Discriminator Loss: 1.0280... Generator Loss: 0.8480
Epoch 1/1... Step 1110 Discriminator Loss: 1.1795... Generator Loss: 1.1912 Epoch 1/1... Step 1120 Discriminator Loss: 1.2039... Generator Loss: 1.2962 Epoch 1/1... Step 1130 Discriminator Loss: 1.3292... Generator Loss: 0.9918 Epoch 1/1... Step 1140 Discriminator Loss: 1.1289... Generator Loss: 1.3009 Epoch 1/1... Step 1150 Discriminator Loss: 1.2032... Generator Loss: 0.7564 Epoch 1/1... Step 1160 Discriminator Loss: 0.9519... Generator Loss: 1.1960 Epoch 1/1... Step 1170 Discriminator Loss: 1.1778... Generator Loss: 0.9550 Epoch 1/1... Step 1180 Discriminator Loss: 1.0370... Generator Loss: 1.4358 Epoch 1/1... Step 1190 Discriminator Loss: 1.1628... Generator Loss: 0.7964 Epoch 1/1... Step 1200 Discriminator Loss: 1.1365... Generator Loss: 1.4956
Epoch 1/1... Step 1210 Discriminator Loss: 1.1807... Generator Loss: 1.1096 Epoch 1/1... Step 1220 Discriminator Loss: 1.1304... Generator Loss: 1.0209 Epoch 1/1... Step 1230 Discriminator Loss: 0.9814... Generator Loss: 0.9116 Epoch 1/1... Step 1240 Discriminator Loss: 1.7788... Generator Loss: 0.3530 Epoch 1/1... Step 1250 Discriminator Loss: 1.0682... Generator Loss: 0.8292 Epoch 1/1... Step 1260 Discriminator Loss: 1.0180... Generator Loss: 0.9013 Epoch 1/1... Step 1270 Discriminator Loss: 0.9989... Generator Loss: 0.9532 Epoch 1/1... Step 1280 Discriminator Loss: 1.5267... Generator Loss: 1.4936 Epoch 1/1... Step 1290 Discriminator Loss: 0.8221... Generator Loss: 1.1534 Epoch 1/1... Step 1300 Discriminator Loss: 1.0761... Generator Loss: 1.6704
Epoch 1/1... Step 1310 Discriminator Loss: 0.9202... Generator Loss: 0.8511 Epoch 1/1... Step 1320 Discriminator Loss: 0.8396... Generator Loss: 1.2030 Epoch 1/1... Step 1330 Discriminator Loss: 0.8011... Generator Loss: 2.0247 Epoch 1/1... Step 1340 Discriminator Loss: 0.8631... Generator Loss: 0.9958 Epoch 1/1... Step 1350 Discriminator Loss: 0.9338... Generator Loss: 1.6730 Epoch 1/1... Step 1360 Discriminator Loss: 1.3373... Generator Loss: 1.0769 Epoch 1/1... Step 1370 Discriminator Loss: 1.2132... Generator Loss: 1.2491 Epoch 1/1... Step 1380 Discriminator Loss: 1.1626... Generator Loss: 1.0980 Epoch 1/1... Step 1390 Discriminator Loss: 1.3033... Generator Loss: 0.5426 Epoch 1/1... Step 1400 Discriminator Loss: 1.2129... Generator Loss: 0.6493
Epoch 1/1... Step 1410 Discriminator Loss: 0.8668... Generator Loss: 1.0168 Epoch 1/1... Step 1420 Discriminator Loss: 1.0760... Generator Loss: 1.9278 Epoch 1/1... Step 1430 Discriminator Loss: 0.8941... Generator Loss: 1.7570 Epoch 1/1... Step 1440 Discriminator Loss: 1.0449... Generator Loss: 1.1007 Epoch 1/1... Step 1450 Discriminator Loss: 0.5340... Generator Loss: 1.8439 Epoch 1/1... Step 1460 Discriminator Loss: 0.8522... Generator Loss: 1.0944 Epoch 1/1... Step 1470 Discriminator Loss: 0.7758... Generator Loss: 1.3048 Epoch 1/1... Step 1480 Discriminator Loss: 0.5137... Generator Loss: 2.2510 Epoch 1/1... Step 1490 Discriminator Loss: 1.2000... Generator Loss: 0.7666 Epoch 1/1... Step 1500 Discriminator Loss: 1.2572... Generator Loss: 1.6454
Epoch 1/1... Step 1510 Discriminator Loss: 0.9946... Generator Loss: 1.1163 Epoch 1/1... Step 1520 Discriminator Loss: 0.8588... Generator Loss: 1.0929 Epoch 1/1... Step 1530 Discriminator Loss: 1.7571... Generator Loss: 1.5388 Epoch 1/1... Step 1540 Discriminator Loss: 1.0914... Generator Loss: 1.0385 Epoch 1/1... Step 1550 Discriminator Loss: 0.9715... Generator Loss: 1.1926 Epoch 1/1... Step 1560 Discriminator Loss: 1.1296... Generator Loss: 1.3759 Epoch 1/1... Step 1570 Discriminator Loss: 1.2736... Generator Loss: 0.8474 Epoch 1/1... Step 1580 Discriminator Loss: 1.1675... Generator Loss: 0.6803 Epoch 1/1... Step 1590 Discriminator Loss: 1.1872... Generator Loss: 0.7416 Epoch 1/1... Step 1600 Discriminator Loss: 1.2976... Generator Loss: 1.9135
Epoch 1/1... Step 1610 Discriminator Loss: 1.0838... Generator Loss: 0.8576 Epoch 1/1... Step 1620 Discriminator Loss: 0.9354... Generator Loss: 0.8861 Epoch 1/1... Step 1630 Discriminator Loss: 0.7878... Generator Loss: 1.0936 Epoch 1/1... Step 1640 Discriminator Loss: 0.8150... Generator Loss: 1.1853 Epoch 1/1... Step 1650 Discriminator Loss: 1.4159... Generator Loss: 0.5975 Epoch 1/1... Step 1660 Discriminator Loss: 1.2281... Generator Loss: 0.6600 Epoch 1/1... Step 1670 Discriminator Loss: 0.9911... Generator Loss: 0.9094 Epoch 1/1... Step 1680 Discriminator Loss: 1.3891... Generator Loss: 0.6047 Epoch 1/1... Step 1690 Discriminator Loss: 0.9136... Generator Loss: 0.9712 Epoch 1/1... Step 1700 Discriminator Loss: 0.9378... Generator Loss: 0.9279
Epoch 1/1... Step 1710 Discriminator Loss: 0.7750... Generator Loss: 1.2078 Epoch 1/1... Step 1720 Discriminator Loss: 0.9758... Generator Loss: 1.0033 Epoch 1/1... Step 1730 Discriminator Loss: 1.0937... Generator Loss: 0.7910 Epoch 1/1... Step 1740 Discriminator Loss: 1.3502... Generator Loss: 1.5035 Epoch 1/1... Step 1750 Discriminator Loss: 0.7315... Generator Loss: 1.4486 Epoch 1/1... Step 1760 Discriminator Loss: 1.0684... Generator Loss: 1.2732 Epoch 1/1... Step 1770 Discriminator Loss: 1.2640... Generator Loss: 0.7237 Epoch 1/1... Step 1780 Discriminator Loss: 1.1141... Generator Loss: 1.1608 Epoch 1/1... Step 1790 Discriminator Loss: 1.2424... Generator Loss: 0.5656 Epoch 1/1... Step 1800 Discriminator Loss: 1.2633... Generator Loss: 0.6933
Epoch 1/1... Step 1810 Discriminator Loss: 1.0653... Generator Loss: 1.5200 Epoch 1/1... Step 1820 Discriminator Loss: 0.9397... Generator Loss: 0.8778 Epoch 1/1... Step 1830 Discriminator Loss: 1.2995... Generator Loss: 0.5617 Epoch 1/1... Step 1840 Discriminator Loss: 1.0137... Generator Loss: 0.8326 Epoch 1/1... Step 1850 Discriminator Loss: 1.7636... Generator Loss: 3.2533 Epoch 1/1... Step 1860 Discriminator Loss: 0.7090... Generator Loss: 1.3482 Epoch 1/1... Step 1870 Discriminator Loss: 0.5915... Generator Loss: 1.7188 Epoch 1/1... Step 1880 Discriminator Loss: 1.1085... Generator Loss: 0.7951 Epoch 1/1... Step 1890 Discriminator Loss: 3.0735... Generator Loss: 3.7956 Epoch 1/1... Step 1900 Discriminator Loss: 1.2261... Generator Loss: 0.8496
Epoch 1/1... Step 1910 Discriminator Loss: 1.0333... Generator Loss: 1.2613 Epoch 1/1... Step 1920 Discriminator Loss: 0.5614... Generator Loss: 1.8116 Epoch 1/1... Step 1930 Discriminator Loss: 0.8142... Generator Loss: 1.1679 Epoch 1/1... Step 1940 Discriminator Loss: 1.1088... Generator Loss: 1.0632 Epoch 1/1... Step 1950 Discriminator Loss: 1.1032... Generator Loss: 1.3592 Epoch 1/1... Step 1960 Discriminator Loss: 0.9977... Generator Loss: 0.9039 Epoch 1/1... Step 1970 Discriminator Loss: 1.0186... Generator Loss: 0.9543 Epoch 1/1... Step 1980 Discriminator Loss: 0.6085... Generator Loss: 1.7092 Epoch 1/1... Step 1990 Discriminator Loss: 0.6254... Generator Loss: 1.6887 Epoch 1/1... Step 2000 Discriminator Loss: 1.1910... Generator Loss: 0.8336
Epoch 1/1... Step 2010 Discriminator Loss: 1.1061... Generator Loss: 0.9652 Epoch 1/1... Step 2020 Discriminator Loss: 0.9457... Generator Loss: 0.8665 Epoch 1/1... Step 2030 Discriminator Loss: 1.1488... Generator Loss: 1.7275 Epoch 1/1... Step 2040 Discriminator Loss: 1.3662... Generator Loss: 1.7145 Epoch 1/1... Step 2050 Discriminator Loss: 0.4659... Generator Loss: 2.2342 Epoch 1/1... Step 2060 Discriminator Loss: 0.4873... Generator Loss: 2.1252 Epoch 1/1... Step 2070 Discriminator Loss: 0.7496... Generator Loss: 1.8273 Epoch 1/1... Step 2080 Discriminator Loss: 1.0467... Generator Loss: 0.8111 Epoch 1/1... Step 2090 Discriminator Loss: 1.0302... Generator Loss: 0.7588 Epoch 1/1... Step 2100 Discriminator Loss: 0.9569... Generator Loss: 1.0706
Epoch 1/1... Step 2110 Discriminator Loss: 0.8060... Generator Loss: 1.2853 Epoch 1/1... Step 2120 Discriminator Loss: 1.6000... Generator Loss: 2.7284 Epoch 1/1... Step 2130 Discriminator Loss: 0.9021... Generator Loss: 1.1549 Epoch 1/1... Step 2140 Discriminator Loss: 0.9625... Generator Loss: 1.0357 Epoch 1/1... Step 2150 Discriminator Loss: 1.0821... Generator Loss: 1.5062 Epoch 1/1... Step 2160 Discriminator Loss: 0.9263... Generator Loss: 1.0334 Epoch 1/1... Step 2170 Discriminator Loss: 1.1903... Generator Loss: 0.8565 Epoch 1/1... Step 2180 Discriminator Loss: 0.7319... Generator Loss: 1.5026 Epoch 1/1... Step 2190 Discriminator Loss: 0.6991... Generator Loss: 1.5160 Epoch 1/1... Step 2200 Discriminator Loss: 0.9831... Generator Loss: 1.1927
Epoch 1/1... Step 2210 Discriminator Loss: 0.9774... Generator Loss: 1.0826 Epoch 1/1... Step 2220 Discriminator Loss: 0.9426... Generator Loss: 1.1630 Epoch 1/1... Step 2230 Discriminator Loss: 0.7027... Generator Loss: 1.3684 Epoch 1/1... Step 2240 Discriminator Loss: 0.9611... Generator Loss: 1.1087 Epoch 1/1... Step 2250 Discriminator Loss: 1.3125... Generator Loss: 0.6923 Epoch 1/1... Step 2260 Discriminator Loss: 1.0528... Generator Loss: 0.8609 Epoch 1/1... Step 2270 Discriminator Loss: 0.8879... Generator Loss: 1.3850 Epoch 1/1... Step 2280 Discriminator Loss: 0.6008... Generator Loss: 1.6211 Epoch 1/1... Step 2290 Discriminator Loss: 0.8703... Generator Loss: 1.0384 Epoch 1/1... Step 2300 Discriminator Loss: 0.8390... Generator Loss: 1.2796
Epoch 1/1... Step 2310 Discriminator Loss: 0.9594... Generator Loss: 1.2617 Epoch 1/1... Step 2320 Discriminator Loss: 0.9219... Generator Loss: 1.0634 Epoch 1/1... Step 2330 Discriminator Loss: 1.2021... Generator Loss: 0.6695 Epoch 1/1... Step 2340 Discriminator Loss: 1.0526... Generator Loss: 1.1140 Epoch 1/1... Step 2350 Discriminator Loss: 0.9585... Generator Loss: 0.9824 Epoch 1/1... Step 2360 Discriminator Loss: 1.2616... Generator Loss: 0.5531 Epoch 1/1... Step 2370 Discriminator Loss: 0.8702... Generator Loss: 1.1701 Epoch 1/1... Step 2380 Discriminator Loss: 0.8112... Generator Loss: 1.1848 Epoch 1/1... Step 2390 Discriminator Loss: 0.9652... Generator Loss: 1.0968 Epoch 1/1... Step 2400 Discriminator Loss: 1.1143... Generator Loss: 0.8296
Epoch 1/1... Step 2410 Discriminator Loss: 1.1192... Generator Loss: 0.7216 Epoch 1/1... Step 2420 Discriminator Loss: 0.9392... Generator Loss: 0.9284 Epoch 1/1... Step 2430 Discriminator Loss: 0.7435... Generator Loss: 1.2101 Epoch 1/1... Step 2440 Discriminator Loss: 0.5691... Generator Loss: 2.3071 Epoch 1/1... Step 2450 Discriminator Loss: 0.4583... Generator Loss: 2.7368 Epoch 1/1... Step 2460 Discriminator Loss: 2.3060... Generator Loss: 0.2043 Epoch 1/1... Step 2470 Discriminator Loss: 0.6102... Generator Loss: 1.5961 Epoch 1/1... Step 2480 Discriminator Loss: 0.6703... Generator Loss: 1.3610 Epoch 1/1... Step 2490 Discriminator Loss: 1.5380... Generator Loss: 0.8848 Epoch 1/1... Step 2500 Discriminator Loss: 1.1993... Generator Loss: 1.2403
Epoch 1/1... Step 2510 Discriminator Loss: 1.0883... Generator Loss: 1.2745 Epoch 1/1... Step 2520 Discriminator Loss: 1.0769... Generator Loss: 1.1561 Epoch 1/1... Step 2530 Discriminator Loss: 0.9403... Generator Loss: 1.4237 Epoch 1/1... Step 2540 Discriminator Loss: 0.9374... Generator Loss: 1.6932 Epoch 1/1... Step 2550 Discriminator Loss: 0.8268... Generator Loss: 1.1051 Epoch 1/1... Step 2560 Discriminator Loss: 0.8987... Generator Loss: 0.9072 Epoch 1/1... Step 2570 Discriminator Loss: 0.6029... Generator Loss: 2.0462 Epoch 1/1... Step 2580 Discriminator Loss: 1.1562... Generator Loss: 1.0810 Epoch 1/1... Step 2590 Discriminator Loss: 0.4912... Generator Loss: 2.3154 Epoch 1/1... Step 2600 Discriminator Loss: 0.7899... Generator Loss: 2.4420
Epoch 1/1... Step 2610 Discriminator Loss: 1.0867... Generator Loss: 1.2011 Epoch 1/1... Step 2620 Discriminator Loss: 0.9426... Generator Loss: 0.9489 Epoch 1/1... Step 2630 Discriminator Loss: 0.9284... Generator Loss: 1.6436 Epoch 1/1... Step 2640 Discriminator Loss: 1.0908... Generator Loss: 1.9303 Epoch 1/1... Step 2650 Discriminator Loss: 1.0074... Generator Loss: 1.0395 Epoch 1/1... Step 2660 Discriminator Loss: 0.7959... Generator Loss: 1.2672 Epoch 1/1... Step 2670 Discriminator Loss: 1.0531... Generator Loss: 0.8840 Epoch 1/1... Step 2680 Discriminator Loss: 1.0481... Generator Loss: 1.6117 Epoch 1/1... Step 2690 Discriminator Loss: 1.0004... Generator Loss: 1.6213 Epoch 1/1... Step 2700 Discriminator Loss: 0.9371... Generator Loss: 2.2157
Epoch 1/1... Step 2710 Discriminator Loss: 0.9086... Generator Loss: 1.0153 Epoch 1/1... Step 2720 Discriminator Loss: 1.0264... Generator Loss: 0.9728 Epoch 1/1... Step 2730 Discriminator Loss: 1.5254... Generator Loss: 0.4327 Epoch 1/1... Step 2740 Discriminator Loss: 1.0321... Generator Loss: 0.9529 Epoch 1/1... Step 2750 Discriminator Loss: 0.9300... Generator Loss: 1.1061 Epoch 1/1... Step 2760 Discriminator Loss: 0.7519... Generator Loss: 1.1835 Epoch 1/1... Step 2770 Discriminator Loss: 0.8406... Generator Loss: 1.1913 Epoch 1/1... Step 2780 Discriminator Loss: 0.9941... Generator Loss: 0.9729 Epoch 1/1... Step 2790 Discriminator Loss: 0.8956... Generator Loss: 1.3058 Epoch 1/1... Step 2800 Discriminator Loss: 0.9607... Generator Loss: 1.0615
Epoch 1/1... Step 2810 Discriminator Loss: 1.0828... Generator Loss: 0.9377 Epoch 1/1... Step 2820 Discriminator Loss: 1.0055... Generator Loss: 0.8438 Epoch 1/1... Step 2830 Discriminator Loss: 1.2953... Generator Loss: 0.5575 Epoch 1/1... Step 2840 Discriminator Loss: 0.8706... Generator Loss: 1.6625 Epoch 1/1... Step 2850 Discriminator Loss: 1.3065... Generator Loss: 1.7644 Epoch 1/1... Step 2860 Discriminator Loss: 1.1837... Generator Loss: 0.7806 Epoch 1/1... Step 2870 Discriminator Loss: 0.9921... Generator Loss: 1.1173 Epoch 1/1... Step 2880 Discriminator Loss: 0.9566... Generator Loss: 1.1602 Epoch 1/1... Step 2890 Discriminator Loss: 1.1391... Generator Loss: 0.7543 Epoch 1/1... Step 2900 Discriminator Loss: 0.9611... Generator Loss: 0.8900
Epoch 1/1... Step 2910 Discriminator Loss: 1.0647... Generator Loss: 0.7706 Epoch 1/1... Step 2920 Discriminator Loss: 0.9790... Generator Loss: 0.9131 Epoch 1/1... Step 2930 Discriminator Loss: 0.9429... Generator Loss: 1.2194 Epoch 1/1... Step 2940 Discriminator Loss: 0.9114... Generator Loss: 3.3868 Epoch 1/1... Step 2950 Discriminator Loss: 1.0292... Generator Loss: 0.9577 Epoch 1/1... Step 2960 Discriminator Loss: 0.6382... Generator Loss: 1.3888 Epoch 1/1... Step 2970 Discriminator Loss: 0.5707... Generator Loss: 1.9140 Epoch 1/1... Step 2980 Discriminator Loss: 0.8454... Generator Loss: 1.0332 Epoch 1/1... Step 2990 Discriminator Loss: 0.9439... Generator Loss: 1.0170 Epoch 1/1... Step 3000 Discriminator Loss: 1.1022... Generator Loss: 0.6980
Epoch 1/1... Step 3010 Discriminator Loss: 1.2292... Generator Loss: 0.7497 Epoch 1/1... Step 3020 Discriminator Loss: 1.0080... Generator Loss: 1.0864 Epoch 1/1... Step 3030 Discriminator Loss: 0.7678... Generator Loss: 1.1104 Epoch 1/1... Step 3040 Discriminator Loss: 0.8631... Generator Loss: 1.0991 Epoch 1/1... Step 3050 Discriminator Loss: 0.8892... Generator Loss: 1.1947 Epoch 1/1... Step 3060 Discriminator Loss: 1.1401... Generator Loss: 1.0557 Epoch 1/1... Step 3070 Discriminator Loss: 1.3187... Generator Loss: 1.9894 Epoch 1/1... Step 3080 Discriminator Loss: 0.7818... Generator Loss: 1.5290 Epoch 1/1... Step 3090 Discriminator Loss: 0.9139... Generator Loss: 1.3823 Epoch 1/1... Step 3100 Discriminator Loss: 0.7656... Generator Loss: 1.6110
Epoch 1/1... Step 3110 Discriminator Loss: 0.8464... Generator Loss: 1.0483 Epoch 1/1... Step 3120 Discriminator Loss: 0.9307... Generator Loss: 0.9235 Epoch 1/1... Step 3130 Discriminator Loss: 0.6231... Generator Loss: 1.8049 Epoch 1/1... Step 3140 Discriminator Loss: 0.9311... Generator Loss: 0.9952 Epoch 1/1... Step 3150 Discriminator Loss: 1.4224... Generator Loss: 0.5433 Epoch 1/1... Step 3160 Discriminator Loss: 0.7883... Generator Loss: 1.2820 Epoch 1/1... Step 3170 Discriminator Loss: 1.8546... Generator Loss: 0.3014 Epoch 1/1... Step 3180 Discriminator Loss: 1.1650... Generator Loss: 0.9630 Epoch 1/1... Step 3190 Discriminator Loss: 0.9618... Generator Loss: 0.8453 Epoch 1/1... Step 3200 Discriminator Loss: 0.9799... Generator Loss: 0.8591
Epoch 1/1... Step 3210 Discriminator Loss: 1.1222... Generator Loss: 1.3899 Epoch 1/1... Step 3220 Discriminator Loss: 1.2940... Generator Loss: 0.5499 Epoch 1/1... Step 3230 Discriminator Loss: 0.7880... Generator Loss: 1.4926 Epoch 1/1... Step 3240 Discriminator Loss: 0.9489... Generator Loss: 0.8708 Epoch 1/1... Step 3250 Discriminator Loss: 0.9167... Generator Loss: 1.6362 Epoch 1/1... Step 3260 Discriminator Loss: 1.2246... Generator Loss: 0.6649 Epoch 1/1... Step 3270 Discriminator Loss: 1.0121... Generator Loss: 0.8549 Epoch 1/1... Step 3280 Discriminator Loss: 1.1198... Generator Loss: 1.0294 Epoch 1/1... Step 3290 Discriminator Loss: 1.0603... Generator Loss: 0.8106 Epoch 1/1... Step 3300 Discriminator Loss: 0.6789... Generator Loss: 1.4553
Epoch 1/1... Step 3310 Discriminator Loss: 0.7848... Generator Loss: 1.1925 Epoch 1/1... Step 3320 Discriminator Loss: 1.3332... Generator Loss: 0.5604 Epoch 1/1... Step 3330 Discriminator Loss: 1.4546... Generator Loss: 0.5162 Epoch 1/1... Step 3340 Discriminator Loss: 1.4443... Generator Loss: 0.5141 Epoch 1/1... Step 3350 Discriminator Loss: 1.0810... Generator Loss: 0.8517 Epoch 1/1... Step 3360 Discriminator Loss: 1.2040... Generator Loss: 0.6310 Epoch 1/1... Step 3370 Discriminator Loss: 1.1090... Generator Loss: 0.7959 Epoch 1/1... Step 3380 Discriminator Loss: 1.1268... Generator Loss: 1.6701 Epoch 1/1... Step 3390 Discriminator Loss: 1.4528... Generator Loss: 2.3047 Epoch 1/1... Step 3400 Discriminator Loss: 0.8245... Generator Loss: 1.7744
Epoch 1/1... Step 3410 Discriminator Loss: 1.1156... Generator Loss: 0.6672 Epoch 1/1... Step 3420 Discriminator Loss: 0.7369... Generator Loss: 1.4286 Epoch 1/1... Step 3430 Discriminator Loss: 1.1753... Generator Loss: 0.6984 Epoch 1/1... Step 3440 Discriminator Loss: 0.8352... Generator Loss: 1.1585 Epoch 1/1... Step 3450 Discriminator Loss: 1.1170... Generator Loss: 0.6763 Epoch 1/1... Step 3460 Discriminator Loss: 0.9991... Generator Loss: 1.6416 Epoch 1/1... Step 3470 Discriminator Loss: 0.9104... Generator Loss: 1.3071 Epoch 1/1... Step 3480 Discriminator Loss: 1.0989... Generator Loss: 0.7720 Epoch 1/1... Step 3490 Discriminator Loss: 0.9711... Generator Loss: 1.7139 Epoch 1/1... Step 3500 Discriminator Loss: 1.3472... Generator Loss: 0.5892
Epoch 1/1... Step 3510 Discriminator Loss: 0.9171... Generator Loss: 0.9852 Epoch 1/1... Step 3520 Discriminator Loss: 0.7733... Generator Loss: 1.2963 Epoch 1/1... Step 3530 Discriminator Loss: 1.5572... Generator Loss: 0.4473 Epoch 1/1... Step 3540 Discriminator Loss: 1.0551... Generator Loss: 0.9284 Epoch 1/1... Step 3550 Discriminator Loss: 0.8937... Generator Loss: 0.9548 Epoch 1/1... Step 3560 Discriminator Loss: 0.9562... Generator Loss: 1.5973 Epoch 1/1... Step 3570 Discriminator Loss: 0.9265... Generator Loss: 1.2308 Epoch 1/1... Step 3580 Discriminator Loss: 1.1018... Generator Loss: 0.7363 Epoch 1/1... Step 3590 Discriminator Loss: 0.9774... Generator Loss: 0.8821 Epoch 1/1... Step 3600 Discriminator Loss: 1.2159... Generator Loss: 0.6571
Epoch 1/1... Step 3610 Discriminator Loss: 0.9229... Generator Loss: 1.2599 Epoch 1/1... Step 3620 Discriminator Loss: 1.6866... Generator Loss: 0.3586 Epoch 1/1... Step 3630 Discriminator Loss: 1.5196... Generator Loss: 0.5288 Epoch 1/1... Step 3640 Discriminator Loss: 1.1142... Generator Loss: 1.3913 Epoch 1/1... Step 3650 Discriminator Loss: 0.8227... Generator Loss: 1.0581 Epoch 1/1... Step 3660 Discriminator Loss: 1.1477... Generator Loss: 0.7714 Epoch 1/1... Step 3670 Discriminator Loss: 0.9818... Generator Loss: 1.3340 Epoch 1/1... Step 3680 Discriminator Loss: 1.1099... Generator Loss: 0.7181 Epoch 1/1... Step 3690 Discriminator Loss: 1.1557... Generator Loss: 0.6658 Epoch 1/1... Step 3700 Discriminator Loss: 0.8017... Generator Loss: 1.1362
Epoch 1/1... Step 3710 Discriminator Loss: 1.3565... Generator Loss: 2.2374 Epoch 1/1... Step 3720 Discriminator Loss: 1.9448... Generator Loss: 0.3029 Epoch 1/1... Step 3730 Discriminator Loss: 1.3943... Generator Loss: 2.0216 Epoch 1/1... Step 3740 Discriminator Loss: 0.8603... Generator Loss: 0.9770 Epoch 1/1... Step 3750 Discriminator Loss: 0.8393... Generator Loss: 1.0658 Epoch 1/1... Step 3760 Discriminator Loss: 0.5931... Generator Loss: 1.6447 Epoch 1/1... Step 3770 Discriminator Loss: 0.8193... Generator Loss: 1.1550 Epoch 1/1... Step 3780 Discriminator Loss: 1.2178... Generator Loss: 0.6243 Epoch 1/1... Step 3790 Discriminator Loss: 1.0393... Generator Loss: 0.8572 Epoch 1/1... Step 3800 Discriminator Loss: 0.9211... Generator Loss: 2.1634
Epoch 1/1... Step 3810 Discriminator Loss: 2.7136... Generator Loss: 0.1345 Epoch 1/1... Step 3820 Discriminator Loss: 0.9502... Generator Loss: 1.3792 Epoch 1/1... Step 3830 Discriminator Loss: 0.9586... Generator Loss: 1.4536 Epoch 1/1... Step 3840 Discriminator Loss: 0.8872... Generator Loss: 1.3863 Epoch 1/1... Step 3850 Discriminator Loss: 1.1364... Generator Loss: 0.7475 Epoch 1/1... Step 3860 Discriminator Loss: 1.2705... Generator Loss: 0.6821 Epoch 1/1... Step 3870 Discriminator Loss: 1.1513... Generator Loss: 0.6824 Epoch 1/1... Step 3880 Discriminator Loss: 1.1385... Generator Loss: 0.7204 Epoch 1/1... Step 3890 Discriminator Loss: 1.0805... Generator Loss: 1.1115 Epoch 1/1... Step 3900 Discriminator Loss: 0.9794... Generator Loss: 1.0581
Epoch 1/1... Step 3910 Discriminator Loss: 0.7169... Generator Loss: 1.6991 Epoch 1/1... Step 3920 Discriminator Loss: 0.9271... Generator Loss: 0.9398 Epoch 1/1... Step 3930 Discriminator Loss: 0.6537... Generator Loss: 1.4987 Epoch 1/1... Step 3940 Discriminator Loss: 1.7108... Generator Loss: 0.3519 Epoch 1/1... Step 3950 Discriminator Loss: 0.9498... Generator Loss: 0.9946 Epoch 1/1... Step 3960 Discriminator Loss: 1.1334... Generator Loss: 0.9681 Epoch 1/1... Step 3970 Discriminator Loss: 0.9937... Generator Loss: 1.0760 Epoch 1/1... Step 3980 Discriminator Loss: 2.0801... Generator Loss: 2.9802 Epoch 1/1... Step 3990 Discriminator Loss: 1.1216... Generator Loss: 0.7016 Epoch 1/1... Step 4000 Discriminator Loss: 0.8482... Generator Loss: 1.0491
Epoch 1/1... Step 4010 Discriminator Loss: 0.8594... Generator Loss: 1.0485 Epoch 1/1... Step 4020 Discriminator Loss: 0.9932... Generator Loss: 1.6516 Epoch 1/1... Step 4030 Discriminator Loss: 1.0838... Generator Loss: 0.7437 Epoch 1/1... Step 4040 Discriminator Loss: 1.1510... Generator Loss: 1.8039 Epoch 1/1... Step 4050 Discriminator Loss: 0.8943... Generator Loss: 1.0137 Epoch 1/1... Step 4060 Discriminator Loss: 0.9574... Generator Loss: 0.8801 Epoch 1/1... Step 4070 Discriminator Loss: 1.1290... Generator Loss: 0.7656 Epoch 1/1... Step 4080 Discriminator Loss: 0.7817... Generator Loss: 1.3457 Epoch 1/1... Step 4090 Discriminator Loss: 0.9668... Generator Loss: 0.9656 Epoch 1/1... Step 4100 Discriminator Loss: 0.6418... Generator Loss: 1.7819
Epoch 1/1... Step 4110 Discriminator Loss: 0.4850... Generator Loss: 2.4602 Epoch 1/1... Step 4120 Discriminator Loss: 1.5177... Generator Loss: 0.4543 Epoch 1/1... Step 4130 Discriminator Loss: 0.9392... Generator Loss: 1.2384 Epoch 1/1... Step 4140 Discriminator Loss: 0.8773... Generator Loss: 1.0671 Epoch 1/1... Step 4150 Discriminator Loss: 0.9039... Generator Loss: 1.3539 Epoch 1/1... Step 4160 Discriminator Loss: 0.8899... Generator Loss: 0.9234 Epoch 1/1... Step 4170 Discriminator Loss: 1.0271... Generator Loss: 0.9070 Epoch 1/1... Step 4180 Discriminator Loss: 1.8909... Generator Loss: 0.3272 Epoch 1/1... Step 4190 Discriminator Loss: 0.9433... Generator Loss: 1.3486 Epoch 1/1... Step 4200 Discriminator Loss: 1.3493... Generator Loss: 0.6193
Epoch 1/1... Step 4210 Discriminator Loss: 0.9674... Generator Loss: 1.9826 Epoch 1/1... Step 4220 Discriminator Loss: 1.3073... Generator Loss: 1.7190 Epoch 1/1... Step 4230 Discriminator Loss: 1.5211... Generator Loss: 0.4775 Epoch 1/1... Step 4240 Discriminator Loss: 0.7331... Generator Loss: 1.2862 Epoch 1/1... Step 4250 Discriminator Loss: 0.9428... Generator Loss: 1.3504 Epoch 1/1... Step 4260 Discriminator Loss: 0.9000... Generator Loss: 0.9532 Epoch 1/1... Step 4270 Discriminator Loss: 0.8403... Generator Loss: 1.0464 Epoch 1/1... Step 4280 Discriminator Loss: 0.8835... Generator Loss: 1.2874 Epoch 1/1... Step 4290 Discriminator Loss: 0.9861... Generator Loss: 1.7786 Epoch 1/1... Step 4300 Discriminator Loss: 0.9011... Generator Loss: 0.8924
Epoch 1/1... Step 4310 Discriminator Loss: 0.9930... Generator Loss: 1.0750 Epoch 1/1... Step 4320 Discriminator Loss: 1.2307... Generator Loss: 0.6728 Epoch 1/1... Step 4330 Discriminator Loss: 0.9028... Generator Loss: 1.2311 Epoch 1/1... Step 4340 Discriminator Loss: 0.9841... Generator Loss: 1.1112 Epoch 1/1... Step 4350 Discriminator Loss: 0.9348... Generator Loss: 1.7650 Epoch 1/1... Step 4360 Discriminator Loss: 1.4586... Generator Loss: 0.5068 Epoch 1/1... Step 4370 Discriminator Loss: 0.9264... Generator Loss: 0.9226 Epoch 1/1... Step 4380 Discriminator Loss: 1.3928... Generator Loss: 0.5050 Epoch 1/1... Step 4390 Discriminator Loss: 2.6684... Generator Loss: 0.1355 Epoch 1/1... Step 4400 Discriminator Loss: 1.0214... Generator Loss: 0.7950
Epoch 1/1... Step 4410 Discriminator Loss: 0.9826... Generator Loss: 0.8988 Epoch 1/1... Step 4420 Discriminator Loss: 0.8631... Generator Loss: 1.0377 Epoch 1/1... Step 4430 Discriminator Loss: 1.0815... Generator Loss: 0.8303 Epoch 1/1... Step 4440 Discriminator Loss: 0.8770... Generator Loss: 1.1804 Epoch 1/1... Step 4450 Discriminator Loss: 1.0979... Generator Loss: 0.7768 Epoch 1/1... Step 4460 Discriminator Loss: 1.0361... Generator Loss: 0.8918 Epoch 1/1... Step 4470 Discriminator Loss: 0.9306... Generator Loss: 0.9477 Epoch 1/1... Step 4480 Discriminator Loss: 0.9221... Generator Loss: 0.9651 Epoch 1/1... Step 4490 Discriminator Loss: 1.0094... Generator Loss: 0.8286 Epoch 1/1... Step 4500 Discriminator Loss: 1.1715... Generator Loss: 2.1326
Epoch 1/1... Step 4510 Discriminator Loss: 0.8687... Generator Loss: 1.1292 Epoch 1/1... Step 4520 Discriminator Loss: 1.1074... Generator Loss: 0.8320 Epoch 1/1... Step 4530 Discriminator Loss: 1.1052... Generator Loss: 0.9952 Epoch 1/1... Step 4540 Discriminator Loss: 0.9063... Generator Loss: 0.9328 Epoch 1/1... Step 4550 Discriminator Loss: 0.8624... Generator Loss: 1.0842 Epoch 1/1... Step 4560 Discriminator Loss: 1.2360... Generator Loss: 0.8979 Epoch 1/1... Step 4570 Discriminator Loss: 1.2025... Generator Loss: 0.8319 Epoch 1/1... Step 4580 Discriminator Loss: 1.2176... Generator Loss: 0.6402 Epoch 1/1... Step 4590 Discriminator Loss: 1.1135... Generator Loss: 1.1554 Epoch 1/1... Step 4600 Discriminator Loss: 0.8378... Generator Loss: 1.3366
Epoch 1/1... Step 4610 Discriminator Loss: 1.8574... Generator Loss: 0.3073 Epoch 1/1... Step 4620 Discriminator Loss: 1.0962... Generator Loss: 0.9589 Epoch 1/1... Step 4630 Discriminator Loss: 1.1300... Generator Loss: 0.8732 Epoch 1/1... Step 4640 Discriminator Loss: 0.8426... Generator Loss: 1.9063 Epoch 1/1... Step 4650 Discriminator Loss: 0.9157... Generator Loss: 1.0292 Epoch 1/1... Step 4660 Discriminator Loss: 0.7701... Generator Loss: 1.3137 Epoch 1/1... Step 4670 Discriminator Loss: 0.7860... Generator Loss: 1.3769 Epoch 1/1... Step 4680 Discriminator Loss: 0.9647... Generator Loss: 1.4565 Epoch 1/1... Step 4690 Discriminator Loss: 1.4383... Generator Loss: 2.0462 Epoch 1/1... Step 4700 Discriminator Loss: 0.7582... Generator Loss: 1.3388
Epoch 1/1... Step 4710 Discriminator Loss: 0.9173... Generator Loss: 0.9501 Epoch 1/1... Step 4720 Discriminator Loss: 1.0895... Generator Loss: 1.0976 Epoch 1/1... Step 4730 Discriminator Loss: 0.9326... Generator Loss: 0.9014 Epoch 1/1... Step 4740 Discriminator Loss: 1.2095... Generator Loss: 0.8658 Epoch 1/1... Step 4750 Discriminator Loss: 0.9423... Generator Loss: 0.9414 Epoch 1/1... Step 4760 Discriminator Loss: 1.4631... Generator Loss: 0.4633 Epoch 1/1... Step 4770 Discriminator Loss: 0.9231... Generator Loss: 0.9923 Epoch 1/1... Step 4780 Discriminator Loss: 0.9416... Generator Loss: 0.9936 Epoch 1/1... Step 4790 Discriminator Loss: 0.9934... Generator Loss: 0.8426 Epoch 1/1... Step 4800 Discriminator Loss: 1.0575... Generator Loss: 0.8626
Epoch 1/1... Step 4810 Discriminator Loss: 1.3936... Generator Loss: 0.5228 Epoch 1/1... Step 4820 Discriminator Loss: 0.9201... Generator Loss: 1.0046 Epoch 1/1... Step 4830 Discriminator Loss: 1.0602... Generator Loss: 0.7748 Epoch 1/1... Step 4840 Discriminator Loss: 0.8867... Generator Loss: 1.6886 Epoch 1/1... Step 4850 Discriminator Loss: 1.2913... Generator Loss: 0.6513 Epoch 1/1... Step 4860 Discriminator Loss: 0.7786... Generator Loss: 1.4501 Epoch 1/1... Step 4870 Discriminator Loss: 0.9304... Generator Loss: 0.9230 Epoch 1/1... Step 4880 Discriminator Loss: 0.9968... Generator Loss: 1.3331 Epoch 1/1... Step 4890 Discriminator Loss: 0.9187... Generator Loss: 1.1012 Epoch 1/1... Step 4900 Discriminator Loss: 1.1061... Generator Loss: 0.6877
Epoch 1/1... Step 4910 Discriminator Loss: 0.8861... Generator Loss: 0.9744 Epoch 1/1... Step 4920 Discriminator Loss: 1.7991... Generator Loss: 2.4696 Epoch 1/1... Step 4930 Discriminator Loss: 1.2407... Generator Loss: 0.7238 Epoch 1/1... Step 4940 Discriminator Loss: 0.9597... Generator Loss: 1.6964 Epoch 1/1... Step 4950 Discriminator Loss: 1.1786... Generator Loss: 0.6719 Epoch 1/1... Step 4960 Discriminator Loss: 1.1313... Generator Loss: 0.7556 Epoch 1/1... Step 4970 Discriminator Loss: 0.7576... Generator Loss: 1.2145 Epoch 1/1... Step 4980 Discriminator Loss: 0.7887... Generator Loss: 1.1449 Epoch 1/1... Step 4990 Discriminator Loss: 1.0273... Generator Loss: 0.8706 Epoch 1/1... Step 5000 Discriminator Loss: 0.7445... Generator Loss: 1.8366
Epoch 1/1... Step 5010 Discriminator Loss: 0.8472... Generator Loss: 1.0959 Epoch 1/1... Step 5020 Discriminator Loss: 0.9989... Generator Loss: 1.1951 Epoch 1/1... Step 5030 Discriminator Loss: 0.8526... Generator Loss: 1.1471 Epoch 1/1... Step 5040 Discriminator Loss: 0.8260... Generator Loss: 1.1001 Epoch 1/1... Step 5050 Discriminator Loss: 0.8355... Generator Loss: 1.0220 Epoch 1/1... Step 5060 Discriminator Loss: 0.9244... Generator Loss: 1.0945 Epoch 1/1... Step 5070 Discriminator Loss: 1.5573... Generator Loss: 0.5139 Epoch 1/1... Step 5080 Discriminator Loss: 2.4236... Generator Loss: 0.1916 Epoch 1/1... Step 5090 Discriminator Loss: 0.9033... Generator Loss: 1.0028 Epoch 1/1... Step 5100 Discriminator Loss: 1.4333... Generator Loss: 2.0769
Epoch 1/1... Step 5110 Discriminator Loss: 1.2023... Generator Loss: 0.6332 Epoch 1/1... Step 5120 Discriminator Loss: 1.2843... Generator Loss: 0.5600 Epoch 1/1... Step 5130 Discriminator Loss: 0.8645... Generator Loss: 1.1409 Epoch 1/1... Step 5140 Discriminator Loss: 0.7814... Generator Loss: 1.1355 Epoch 1/1... Step 5150 Discriminator Loss: 2.5594... Generator Loss: 0.1519 Epoch 1/1... Step 5160 Discriminator Loss: 0.9966... Generator Loss: 1.7752 Epoch 1/1... Step 5170 Discriminator Loss: 1.0663... Generator Loss: 0.7545 Epoch 1/1... Step 5180 Discriminator Loss: 1.1178... Generator Loss: 0.7451 Epoch 1/1... Step 5190 Discriminator Loss: 1.0241... Generator Loss: 0.7626 Epoch 1/1... Step 5200 Discriminator Loss: 0.9828... Generator Loss: 1.4976
Epoch 1/1... Step 5210 Discriminator Loss: 1.0718... Generator Loss: 0.7731 Epoch 1/1... Step 5220 Discriminator Loss: 1.0167... Generator Loss: 0.7652 Epoch 1/1... Step 5230 Discriminator Loss: 1.0711... Generator Loss: 0.7335 Epoch 1/1... Step 5240 Discriminator Loss: 1.9182... Generator Loss: 2.2537 Epoch 1/1... Step 5250 Discriminator Loss: 1.7816... Generator Loss: 0.3267 Epoch 1/1... Step 5260 Discriminator Loss: 1.3217... Generator Loss: 0.5960 Epoch 1/1... Step 5270 Discriminator Loss: 1.4632... Generator Loss: 2.2512 Epoch 1/1... Step 5280 Discriminator Loss: 0.7463... Generator Loss: 1.5336 Epoch 1/1... Step 5290 Discriminator Loss: 1.0218... Generator Loss: 0.8748 Epoch 1/1... Step 5300 Discriminator Loss: 0.8754... Generator Loss: 0.9812
Epoch 1/1... Step 5310 Discriminator Loss: 1.3899... Generator Loss: 2.0942 Epoch 1/1... Step 5320 Discriminator Loss: 1.2308... Generator Loss: 0.8742 Epoch 1/1... Step 5330 Discriminator Loss: 0.8951... Generator Loss: 0.9374 Epoch 1/1... Step 5340 Discriminator Loss: 0.9230... Generator Loss: 1.0978 Epoch 1/1... Step 5350 Discriminator Loss: 0.7828... Generator Loss: 1.1583 Epoch 1/1... Step 5360 Discriminator Loss: 1.0951... Generator Loss: 0.7361 Epoch 1/1... Step 5370 Discriminator Loss: 1.0457... Generator Loss: 0.7975 Epoch 1/1... Step 5380 Discriminator Loss: 0.8689... Generator Loss: 1.2501 Epoch 1/1... Step 5390 Discriminator Loss: 0.9750... Generator Loss: 1.0617 Epoch 1/1... Step 5400 Discriminator Loss: 0.9232... Generator Loss: 0.9097
Epoch 1/1... Step 5410 Discriminator Loss: 0.7947... Generator Loss: 1.1305 Epoch 1/1... Step 5420 Discriminator Loss: 1.3669... Generator Loss: 0.5093 Epoch 1/1... Step 5430 Discriminator Loss: 1.0420... Generator Loss: 0.7556 Epoch 1/1... Step 5440 Discriminator Loss: 1.4999... Generator Loss: 0.4733 Epoch 1/1... Step 5450 Discriminator Loss: 0.7417... Generator Loss: 1.4489 Epoch 1/1... Step 5460 Discriminator Loss: 1.0045... Generator Loss: 1.1350 Epoch 1/1... Step 5470 Discriminator Loss: 0.9173... Generator Loss: 0.9902 Epoch 1/1... Step 5480 Discriminator Loss: 1.5766... Generator Loss: 0.4208 Epoch 1/1... Step 5490 Discriminator Loss: 1.0123... Generator Loss: 1.8012 Epoch 1/1... Step 5500 Discriminator Loss: 1.0652... Generator Loss: 0.7927
Epoch 1/1... Step 5510 Discriminator Loss: 0.8895... Generator Loss: 0.9596 Epoch 1/1... Step 5520 Discriminator Loss: 1.5257... Generator Loss: 0.4254 Epoch 1/1... Step 5530 Discriminator Loss: 0.7736... Generator Loss: 1.2710 Epoch 1/1... Step 5540 Discriminator Loss: 1.4848... Generator Loss: 2.1134 Epoch 1/1... Step 5550 Discriminator Loss: 0.8066... Generator Loss: 1.0489 Epoch 1/1... Step 5560 Discriminator Loss: 0.8004... Generator Loss: 1.6074 Epoch 1/1... Step 5570 Discriminator Loss: 1.1197... Generator Loss: 0.9168 Epoch 1/1... Step 5580 Discriminator Loss: 0.6691... Generator Loss: 1.3562 Epoch 1/1... Step 5590 Discriminator Loss: 1.0257... Generator Loss: 0.8059 Epoch 1/1... Step 5600 Discriminator Loss: 1.0772... Generator Loss: 0.8252
Epoch 1/1... Step 5610 Discriminator Loss: 0.8690... Generator Loss: 1.0229 Epoch 1/1... Step 5620 Discriminator Loss: 0.6846... Generator Loss: 1.4304 Epoch 1/1... Step 5630 Discriminator Loss: 0.9158... Generator Loss: 1.0220 Epoch 1/1... Step 5640 Discriminator Loss: 1.1687... Generator Loss: 0.8078 Epoch 1/1... Step 5650 Discriminator Loss: 1.5234... Generator Loss: 1.9776 Epoch 1/1... Step 5660 Discriminator Loss: 0.7802... Generator Loss: 1.3249 Epoch 1/1... Step 5670 Discriminator Loss: 1.2608... Generator Loss: 0.5901 Epoch 1/1... Step 5680 Discriminator Loss: 2.5406... Generator Loss: 0.2302 Epoch 1/1... Step 5690 Discriminator Loss: 1.3754... Generator Loss: 0.6426 Epoch 1/1... Step 5700 Discriminator Loss: 0.9303... Generator Loss: 0.9579
Epoch 1/1... Step 5710 Discriminator Loss: 0.8817... Generator Loss: 1.0785 Epoch 1/1... Step 5720 Discriminator Loss: 0.9732... Generator Loss: 0.9596 Epoch 1/1... Step 5730 Discriminator Loss: 0.7400... Generator Loss: 1.3014 Epoch 1/1... Step 5740 Discriminator Loss: 1.0381... Generator Loss: 0.7558 Epoch 1/1... Step 5750 Discriminator Loss: 0.8777... Generator Loss: 1.1181 Epoch 1/1... Step 5760 Discriminator Loss: 1.0313... Generator Loss: 0.8304 Epoch 1/1... Step 5770 Discriminator Loss: 0.9991... Generator Loss: 1.5120 Epoch 1/1... Step 5780 Discriminator Loss: 0.7823... Generator Loss: 1.3433 Epoch 1/1... Step 5790 Discriminator Loss: 1.1591... Generator Loss: 0.6914 Epoch 1/1... Step 5800 Discriminator Loss: 0.6734... Generator Loss: 1.7326
Epoch 1/1... Step 5810 Discriminator Loss: 1.4080... Generator Loss: 0.5929 Epoch 1/1... Step 5820 Discriminator Loss: 0.9293... Generator Loss: 0.8913 Epoch 1/1... Step 5830 Discriminator Loss: 1.9449... Generator Loss: 0.2998 Epoch 1/1... Step 5840 Discriminator Loss: 1.1371... Generator Loss: 0.8505 Epoch 1/1... Step 5850 Discriminator Loss: 1.1190... Generator Loss: 0.7472 Epoch 1/1... Step 5860 Discriminator Loss: 0.7293... Generator Loss: 1.1948 Epoch 1/1... Step 5870 Discriminator Loss: 1.1569... Generator Loss: 0.9597 Epoch 1/1... Step 5880 Discriminator Loss: 1.1120... Generator Loss: 1.3530 Epoch 1/1... Step 5890 Discriminator Loss: 1.1327... Generator Loss: 0.7744 Epoch 1/1... Step 5900 Discriminator Loss: 0.8841... Generator Loss: 1.0440
Epoch 1/1... Step 5910 Discriminator Loss: 0.9723... Generator Loss: 0.9439 Epoch 1/1... Step 5920 Discriminator Loss: 0.9167... Generator Loss: 1.1447 Epoch 1/1... Step 5930 Discriminator Loss: 1.1223... Generator Loss: 0.7301 Epoch 1/1... Step 5940 Discriminator Loss: 1.1434... Generator Loss: 1.8714 Epoch 1/1... Step 5950 Discriminator Loss: 0.7484... Generator Loss: 1.2573 Epoch 1/1... Step 5960 Discriminator Loss: 1.2241... Generator Loss: 0.6744 Epoch 1/1... Step 5970 Discriminator Loss: 0.7669... Generator Loss: 1.1203 Epoch 1/1... Step 5980 Discriminator Loss: 0.8157... Generator Loss: 1.1808 Epoch 1/1... Step 5990 Discriminator Loss: 1.3770... Generator Loss: 0.6163 Epoch 1/1... Step 6000 Discriminator Loss: 0.7954... Generator Loss: 1.2541
Epoch 1/1... Step 6010 Discriminator Loss: 1.1168... Generator Loss: 0.7916 Epoch 1/1... Step 6020 Discriminator Loss: 1.1850... Generator Loss: 0.7202 Epoch 1/1... Step 6030 Discriminator Loss: 1.0265... Generator Loss: 0.9056 Epoch 1/1... Step 6040 Discriminator Loss: 1.0335... Generator Loss: 0.8691 Epoch 1/1... Step 6050 Discriminator Loss: 0.9444... Generator Loss: 0.9138 Epoch 1/1... Step 6060 Discriminator Loss: 1.3316... Generator Loss: 0.5248 Epoch 1/1... Step 6070 Discriminator Loss: 0.8602... Generator Loss: 1.6554 Epoch 1/1... Step 6080 Discriminator Loss: 1.1725... Generator Loss: 0.7134 Epoch 1/1... Step 6090 Discriminator Loss: 1.3107... Generator Loss: 0.6468 Epoch 1/1... Step 6100 Discriminator Loss: 0.9866... Generator Loss: 1.5555
Epoch 1/1... Step 6110 Discriminator Loss: 0.8428... Generator Loss: 1.5996 Epoch 1/1... Step 6120 Discriminator Loss: 1.0184... Generator Loss: 1.8567 Epoch 1/1... Step 6130 Discriminator Loss: 0.9142... Generator Loss: 1.0756 Epoch 1/1... Step 6140 Discriminator Loss: 1.1880... Generator Loss: 0.6281 Epoch 1/1... Step 6150 Discriminator Loss: 0.7261... Generator Loss: 1.3844 Epoch 1/1... Step 6160 Discriminator Loss: 0.9380... Generator Loss: 1.1417 Epoch 1/1... Step 6170 Discriminator Loss: 1.0539... Generator Loss: 0.7860 Epoch 1/1... Step 6180 Discriminator Loss: 0.9558... Generator Loss: 1.3479 Epoch 1/1... Step 6190 Discriminator Loss: 0.9741... Generator Loss: 0.9876 Epoch 1/1... Step 6200 Discriminator Loss: 0.7732... Generator Loss: 1.1522
Epoch 1/1... Step 6210 Discriminator Loss: 0.8271... Generator Loss: 1.0686 Epoch 1/1... Step 6220 Discriminator Loss: 1.0298... Generator Loss: 1.0759 Epoch 1/1... Step 6230 Discriminator Loss: 1.1463... Generator Loss: 1.8279 Epoch 1/1... Step 6240 Discriminator Loss: 1.1577... Generator Loss: 0.7905 Epoch 1/1... Step 6250 Discriminator Loss: 0.9040... Generator Loss: 1.4261 Epoch 1/1... Step 6260 Discriminator Loss: 0.8513... Generator Loss: 1.0025 Epoch 1/1... Step 6270 Discriminator Loss: 1.6346... Generator Loss: 0.4033 Epoch 1/1... Step 6280 Discriminator Loss: 1.3214... Generator Loss: 0.5643 Epoch 1/1... Step 6290 Discriminator Loss: 1.1888... Generator Loss: 0.6780 Epoch 1/1... Step 6300 Discriminator Loss: 1.0005... Generator Loss: 1.0357
Epoch 1/1... Step 6310 Discriminator Loss: 0.8894... Generator Loss: 1.3887 Epoch 1/1... Step 6320 Discriminator Loss: 0.9863... Generator Loss: 0.8547 Epoch 1/1... Step 6330 Discriminator Loss: 0.8323... Generator Loss: 1.0456
In [ ]: